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Given the sequence of events that have occurred in a hospital, please give the next Admissions suggestion for the patiens.
## Patient Demographics [None] - Anchor_Age: 57 - Gender: F ## Transfers [2115-11-02 13:59:00] - Eventtype: ED - Careunit: Emergency Department ## EDstays [2115-11-02 13:59:00] - Gender: F - Race: WHITE ## Triage [2115-11-02 13:59:01] - Temperature: 100.1 - Heartrate: 101.0 - Resprate: 14.0 - O2Sat: 100.0 - Sbp: 147.0 - Dbp: 91.0 - Pain: 5 - Acuity: 2.0 - Chiefcomplaint: Pleuritic chest pain ## Vitalsign [2115-11-02 14:00:00] - Temperature: 100.1 - Heartrate: 101.0 - Resprate: 14.0 - O2Sat: 100.0 - Sbp: 147.0 - Dbp: 91.0 - Pain: 5 - Rhythm: nan ## Provider Order Entry [2115-11-02 14:12:23] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Lab | nan | ## Labotary Test Events [2115-11-02 14:15:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Bilirubin | nan | mg/dL | nan | nan | nan | NEG. | | Blood | nan | nan | nan | nan | nan | NEG. | | Glucose | nan | mg/dL | nan | nan | nan | NEG. | | Ketone | nan | mg/dL | nan | nan | nan | NEG. | | Leukocytes | nan | nan | nan | nan | nan | NEG. | | Nitrite | nan | nan | nan | nan | nan | NEG. | | pH | 7.0 | units | 5.0 | 8.0 | nan | nan | | Protein | nan | mg/dL | nan | nan | nan | NEG. | | Specific Gravity | 1.003 | | 1.001 | 1.035 | nan | nan | | Urine Appearance | nan | nan | nan | nan | nan | Clear. | | Urine Color | nan | nan | nan | nan | nan | Straw. | | Urobilinogen | nan | mg/dL | 0.2 | 1.0 | nan | NEG. | | Length of Urine Collection | nan | nan | nan | nan | nan | RANDOM. | | Uhold | nan | nan | nan | nan | nan | ___ | ## Microbiology Test Events [2115-11-02 14:15:00] - Test_Name: URINE CULTURE - Dilution_Text: nan - Interpretation: nan - Comments: < 10,000 CFU/mL. - Ab_Name: nan ## Provider Order Entry [2115-11-02 14:19:10] | Order_Type | Order_Subtype | | ------ | ------ | | Blood Bank | Blood tests | | Lab | nan | ## Medrecon [2115-11-02 14:41:00] | Name | Atc Type | | ------ | ------ | | Advair HFA | fluticasone furoate | | albuterol sulfate | nan | | multivitamin | None | ## Vitalsign [2115-11-02 14:43:00] - Temperature: 98.5 - Heartrate: 97.0 - Resprate: 17.0 - O2Sat: 100.0 - Sbp: 152.0 - Dbp: 94.0 - Pain: 6 - Rhythm: nan ## Provider Order Entry [2115-11-02 15:15:08] | Order_Type | Order_Subtype | | ------ | ------ | | IV therapy | IV fluids | | General Care | Other | | Lab | nan | | IV therapy | IV fluids | | IV therapy | IV fluids | ## Labotary Test Events [2115-11-02 15:55:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Green Top Hold (plasma) | nan | nan | nan | nan | nan | ___ | | Absolute Lymphocyte Count | 1.69 | K/uL | 1.2 | 3.7 | nan | nan | | Basophils | 0.4 | % | 0.0 | 1.0 | nan | nan | | Eosinophils | 0.0 | % | 1.0 | 7.0 | abnormal | nan | | Hematocrit | 41.4 | % | 34.0 | 45.0 | nan | nan | | Hemoglobin | 13.4 | g/dL | 11.2 | 15.7 | nan | nan | | Lymphocytes | 10.5 | % | 19.0 | 53.0 | abnormal | nan | | MCH | 30.9 | pg | 26.0 | 32.0 | nan | nan | | MCHC | 32.4 | g/dL | 32.0 | 37.0 | nan | nan | | MCV | 95.0 | fL | 82.0 | 98.0 | nan | nan | | Monocytes | 5.5 | % | 5.0 | 13.0 | nan | nan | | Neutrophils | 82.5 | % | 34.0 | 71.0 | abnormal | nan | | Platelet Count | 393.0 | K/uL | 150.0 | 400.0 | nan | nan | | RDW | 12.7 | % | 10.5 | 15.5 | nan | nan | | Red Blood Cells | 4.34 | m/uL | 3.9 | 5.2 | nan | nan | | White Blood Cells | 16.1 | K/uL | 4.0 | 10.0 | abnormal | nan | | Absolute Basophil Count | 0.07 | K/uL | 0.01 | 0.08 | nan | nan | | Absolute Eosinophil Count | 0.0 | K/uL | 0.04 | 0.54 | abnormal | nan | | Absolute Monocyte Count | 0.89 | K/uL | 0.2 | 0.8 | abnormal | nan | | Absolute Neutrophil Count | 13.3 | K/uL | 1.6 | 6.1 | abnormal | nan | | Immature Granulocytes | 1.1 | % | nan | nan | nan | ___ | | RDW-SD | 43.9 | fL | 35.1 | 46.3 | nan | nan | | INR(PT) | 1.1 | nan | 0.9 | 1.1 | nan | nan | | PT | 12.1 | sec | 9.4 | 12.5 | nan | nan | | PTT | 27.1 | sec | 25.0 | 36.5 | nan | nan | | Light Green Top Hold | nan | nan | nan | nan | nan | HOLD. | | Anion Gap | 20.0 | mEq/L | 8.0 | 20.0 | nan | nan | | Bicarbonate | 30.0 | mEq/L | 22.0 | 32.0 | nan | nan | | Calcium, Total | 13.2 | mg/dL | 8.4 | 10.3 | abnormal | ___ | | Chloride | 100.0 | mEq/L | 96.0 | 108.0 | nan | nan | | Creatinine | 0.7 | mg/dL | 0.4 | 1.1 | nan | nan | | Estimated GFR (MDRD equation) | nan | nan | nan | nan | nan | Using this patient's age, gender, and serum creatinine value of 0.7, . Estimated GFR = >75 if non African-American (mL/min/1.73 m2) . Estimated GFR = >75 if African-American (mL/min/1.73 m2) . For comparison, mean GFR for age group 70+ is 75 (mL/min/1.73 m2) . GFR<60 = Chronic Kidney Disease, GFR<15 = Kidney Failure. | | Glucose | 113.0 | mg/dL | 70.0 | 100.0 | abnormal | If fasting, 70-100 normal, >125 provisional diabetes. | | H | 7.0 | nan | nan | nan | nan | nan | | I | 1.0 | nan | nan | nan | nan | nan | | Magnesium | 1.7 | mg/dL | 1.6 | 2.6 | nan | nan | | Phosphate | 3.2 | mg/dL | 2.7 | 4.5 | nan | nan | | Potassium | 3.9 | mEq/L | 3.3 | 5.1 | nan | nan | | Sodium | 146.0 | mEq/L | 133.0 | 145.0 | abnormal | nan | | Urea Nitrogen | 6.0 | mg/dL | 6.0 | 20.0 | nan | nan | | L | 7.0 | nan | nan | nan | nan | nan | ## Microbiology Test Events [2115-11-02 15:55:00] - Test_Name: Blood Culture, Routine - Dilution_Text: nan - Interpretation: nan - Comments: NO GROWTH. - Ab_Name: nan ## Electronic Medicine Administration Record [2115-11-02 16:29:00] - Medication: nan - Event_Txt: Started ## Vitalsign [2115-11-02 16:57:00] - Temperature: 98.7 - Heartrate: 91.0 - Resprate: 16.0 - O2Sat: 100.0 - Sbp: 166.0 - Dbp: 98.0 - Pain: 6 - Rhythm: nan ## Provider Order Entry [2115-11-02 16:58:15] | Order_Type | Order_Subtype | | ------ | ------ | | Medications | nan | | Medications | nan | ## Pyxis [2115-11-02 16:59:00] | Name | | ------ | | OxyCODONE (Immediate Rel 5mg TAB | | Acetaminophen 500mg TAB | ## Provider Order Entry [2115-11-02 17:00:53] - Order_Type: Nutrition - Order_Subtype: Diet Order ## Electronic Medicine Administration Record [2115-11-02 17:01:00] | Medication | Event_Txt | | ------ | ------ | | Acetaminophen | Administered | | OxyCODONE (Immediate Release) | Administered | | nan | Stopped | ## Provider Order Entry [2115-11-02 18:31:21] | Order_Type | Order_Subtype | | ------ | ------ | | IV therapy | IV fluids | | IV therapy | IV fluids |
OBSERVATION ADMIT
[ "SURGICAL SAME DAY ADMISSION", "AMBULATORY OBSERVATION", "DIRECT OBSERVATION", "ELECTIVE", "OBSERVATION ADMIT", "DIRECT EMER.", "EW EMER.", "EU OBSERVATION" ]
{ "target_key": "admission_type", "metric": "em", "task_type": "decision_making", "task": "admissions", "event": "admissions", "target": "[\"OBSERVATION ADMIT\"]", "label": [ "OBSERVATION ADMIT" ] }
1
Given the sequence of events that have occurred in a hospital, please give the next Admissions suggestion for the patiens.
## Patient Demographics [None] - Anchor_Age: 63 - Gender: M ## Discharge [2200-03-16 00:00:00] - Note_Type: DS - Text: Name: ___ Unit No: ___ Admission Date: ___ Discharge Date: ___ Date of Birth: ___ Sex: M Service: MEDICINE Allergies: Primidone / Bactrim Attending: ___. Chief Complaint: DOE Major Surgical or Invasive Procedure: none History of Present Illness: ___ with hx of cauda equina syndrome ___ L 2 herniated disc, COPD not on home O2 (FEV1 54%, FEV1/FVC 63 ___, bronchiectasis presenting with DOE. He notes onset of symptoms after stress echo on ___ he believes that he suffered an undiagnosed MI during his stress test. Reports that progress of his symptoms has been slow but steady. He was seen in the ___ ___ ___ for DOE. Symptoms during that ___ visit improved with bronchodilators and patient was subsequently discharged on prednisone burst (20mg daily X 4 days, ___. At PCP, pt reported improvement in SOB but DOE with exertion, most notable after ___ mile of ambulation. Prior to stress test in ___, he could walk around all day without difficulty. Continues COPD medications, rarely uses rescue inhaler. No change in baseline sputum production. Recent stress echo was notable for limited exercise tolerance, no inducible ischemia at low workload. Ambulatory SaO2 at ___'s office was 87% on RA. Pt was sent by PCP to ___ for further evaluation of persistent DOE and ambulatory hypoxia. In the ___ ___: VS: 98.9, 138/88, 95% RA, 88% with ambulation Labs notable for D-dimer 345, TnT<0.01 otherwise unrevealing CXR without infiltrate Received advair, gabapentin Admitted to medicine for expedited evaluation of DOE and hypoxia with ambulation. On the floor, he denies chest pain, fevers, chills, ___ edema, hx of clots, orthopnea, PND, sick contacts. Past Medical History: Per OMR, confirmed with pt: 1. Cauda equina syndrome s/p decompression surgery in ___ with residual weakness from the waist down c/b right foot drop; limited sensation in both legs, right greater than left; erectile dysfunction, he has sensation when urinating/bowel movements. He is able to ambulate with a cane, wears a brace under the right foot for footdrop 2. C3-C6 anterior/posterior c-spine fusion for spinal canal arrowing c/b post-op aspiration pneumonia ___ 3. Restless leg syndrome 4. Hypothyroidism: Graves' disease status post ablation; followed by endocrinologist 5. Mechanical fall with Type 2 Dens fx managed conservatively (C-collar removed late ___ 6. COPD, followed at pulmonary ___ - (FEV1 54%, FEV1/FVC 63 ___ 7. Left hip cyst s/p excision 8. MRSA sputum positive 9. Swab-positive influenza ___ 10. History of upper GI bleed due to duodenal stress ulcers. CARDIAC HISTORY 1. CAD, Silent inferior MI: Troponin elevation, status post cervical fusion surgery in ___ complicated by hypoxic respiratory failure for nuclear stress test on ___ demonstrating fixed inferior perfusion defect consistent with inferior MI. 2. Ejection fraction of 50% 3. Inferior LV aneurysm Social History: ___ Family History: Sister died from lung and breast cancer. Denies hx of CAD, lung disease. Physical Exam: Admission Physical Exam: VS: 97.9, 130/76, 70, 96% RA Gen: Very pleasant elderly male, sitting up in bed, NAD HEENT: PERRL, EOMI, clear oropharynx, anicteric sclera Neck: supple, no cervical or supraclavicular adenopathy CV: RRR, no m/r/g Lungs: good air movement throughout, no crackles, rare end expiratory wheeze R>L Abd: soft, nontender, nondistended, no rebound or guarding, +BS, no hepatomegaly GU: No foley Ext: WWP, 1+ pitting edema bilaterally Neuro: L foot drop, alert and interactive, stands with cane, grossly intact Discharge Physical Exam: T97.2 118/75 P67 R18 92% on RA General: alert, oriented, no acute distress HEENT: sclera anicteric, MMM, oropharynx clear Neck: supple, JVP not elevated, no LAD Lungs: clear to auscultation bilaterally, no wheezes, rales, ronchi CV: regular rate and rhythm, normal S1 + S2, no murmurs, rubs, gallops Abdomen: soft, non-tender, non-distended, bowel sounds present, no rebound tenderness or guarding, no organomegaly Ext: warm, well perfused, 2+ pulses, no clubbing, cyanosis or edema Neuro: CNs2-12 intact, motor function grossly normal Pertinent Results: ___ 07:07PM D-DIMER-345 ___ 05:15PM GLUCOSE-124* UREA N-18 CREAT-0.7 SODIUM-137 POTASSIUM-4.4 CHLORIDE-102 TOTAL CO2-26 ANION GAP-13 ___ 05:15PM cTropnT-<0.01 ___ 05:15PM proBNP-124 ___ 05:15PM WBC-7.1 RBC-5.39 HGB-15.4 HCT-47.0 MCV-87 MCH-28.6 MCHC-32.8 RDW-15.4 RDWSD-48.2* ___ 05:15PM NEUTS-77.0* LYMPHS-17.8* MONOS-4.7* EOS-0.0* BASOS-0.1 IM ___ AbsNeut-5.46# AbsLymp-1.26 AbsMono-0.33 AbsEos-0.00* AbsBaso-0.01 ___ 05:15PM PLT COUNT-190 ___ 05:15PM ___ PTT-28.3 ___ EKG: Sinus bradycardia at 59 bpm, normal axis, TW flattening in III, no ST segment changes, no Q waves Stress echo ___: Poor exercise tolerance without inducible ischemia at low workload. Abnormal hemodynamic response to physiologic stress. Normal PA systolic pressure. CXR: "Again, there is chronic elevation of the left hemidiaphragm with basilar atelectasis. Bibasilar atelectasis is seen. No large pleural effusion is seen. There is no definite new focal consolidation. Cardiac and mediastinal silhouettes are grossly stable. IMPRESSION: No significant interval change. " Echo ___: "Conclusions The left atrial volume index is moderately increased. Normal left ventricular wall thickness, cavity size, and regional/global systolic function (biplane LVEF = 78 %). Doppler parameters are most consistent with Grade II (moderate) left ventricular diastolic dysfunction. The A wave duration minus Ar duration of the pulmonary venous flow is < -30 ms suggesting elevated mean left atrial pressure. In addition, the A wave velocity is 0.4 m/s c/w elevated left atrial pressure. These markers are indicative of elevated intracardiac pressure despite E/e' ranging in the grey area of prediction of PCWP. Right ventricular chamber size and free wall motion are normal. The diameters of aorta at the sinus, ascending and arch levels are normal. The aortic valve leaflets (3) appear structurally normal with good leaflet excursion and no aortic stenosis or aortic regurgitation. The mitral valve appears structurally normal with trivial mitral regurgitation. There is borderline pulmonary artery systolic hypertension. There is no pericardial effusion. IMPRESSION: Normal/hyperdynamic biventricular regional/global systolic function. Type II LV diastolic dysfunction with elevated mean left atrial pressure. Compared with the prior study (images reviewed) of ___, regional wall motion abnormalities have resolved. There may be a subtle wall motion abnormality in the basal inferolateral wall. LV systolic function has significantly improved. LV diastolic dysfunction was type II pattern on prior echo and has remained the same. Mean left atrial pressure could not be determined due to absence of a pulmonary venous flow profile on prior images. " Brief Hospital Course: Mr. ___ is a ___ man with hx of cauda equina syndrome ___ L 2 herniated disc, COPD not on home O2 (FEV1 54%, FEV1/FVC 63 ___, CAD (s/p prior MI), who presented for expedited evaluation of DOE after he was found to have ambulatory hypoxia in clinic. Ambulatory sats were performed again while inpatient and were greater than 90 percent. The patient stated he felt "fine" and his symptoms were not limiting and preferred an outpatient workup. Echo was done while inpatient which showed Normal systolic function, type II LV diastolic dysfunction, elevated mean left atrial pressure, and "borderline" pulmonary hypertension. I suspect that perhaps his mild ambulatory hypoxemia in clinic perhaps related to transient atelectasis in the context of his chronically elevated left hemidiaphragm. There was no evidence of CHF or exacerbation of his COPD. PE was ruled out by negative D dimer. Echo was largely unrevealing but elevated LA size does raise the possibility of occult atrial arrhythmia and pulmonary hypertension is conceivable in the context of his COPD but read as "borderline" on the echo. Ultimately, given he is functional and mostly asymptomatic, rest of workup may proceed as outpatient. Rest of hospital course/plan are outlined below by issue: # DOE/hypoxia: DDx is broad. Progressive symptoms may reflect progression of known underlying moderately severe COPD without evidence of acute exacerbation. He has no Q waves on EKG to suggest new missed MI or active ischemia. Pulmonary hypertension is certainly possible; stress TTE on ___ specifically notes normal PA systolic pressures although borderline on most recent echo. D-dimer WNL essentially rules out PE. He has no crackles on examination or findings on CXR to suggest pulmonary edema. Additionally, ProBNP is low in the abscence of obesity, essentially rules out overt CHF. Undiagnosed ILD is a possibility. He has no known relevant occupational exposures. Also his CXR demonstrated chronically elevated L hemidiaphragm so diaphragmatic dysfunction and an evolving neuromuscular restrictive defect is a possiblility. -PFTs are certainly indicated and may be the most useful diagnostic tool, and can reasonably be performed as outpatient. - he was managed inpatient with Duonebs q6h with minimal improvement. - Continued home advair # Hx of CAD: there was no evidence of ischemia on EKG and denied any signs or symptoms of active ischemia. There was a questionable WMA on his echo but this may have been from his old MI from years ago which the patient reported to me. - Continued home ASA, BB - he had a stress echo done back in ___ but was a poor study. He has a stress test scheduled as an outpatient. # GERD: - COntinued home PPI # Hypothyroidism: - Continued home levothyroxine # Chronic pain ___ remote cauda equine syndrome: - Continued home gabapentin 800 6x daily - dose confirmed with pt and OMR med list, pt notes that this is stable regimen for years, in the past when it has been held or altered has developed significant symptoms # Contact: ___ (daughter) ___ I spoke with ___ in person several times and updated her with the plan and answered all questions. I also spoke with his other ___ ___ over the phone while with ___. The plan was discussed with his PCP ___ email and over the phone who agreed with outpatient workup including CT chest. #Transitional: -has a stress test scheduled as an outpatient. -outpatient PFTs (scheduled) -unfortunately bubble study was not performed, could consider repeat echo with bubble if workup negative -CT chest (high res) suggested as outpatient to rule out undiagnosed ILD -given episode nature of his symptoms and elevated LA pressure, would consider outpatient holter or event monitor to evaluate for arrhythmia. Spent >30 minutes seeing patient and organizing discharge. Medications on Admission: The Preadmission Medication list is accurate and complete. 1. Albuterol Inhaler 2 PUFF IH Q6H:PRN wheeze 2. Alendronate Sodium 70 mg PO Frequency is Unknown 3. Doxazosin 2 mg PO HS 4. Fluticasone-Salmeterol Diskus (500/50) 1 INH IH BID 5. Gabapentin 800 mg PO 6 TIMES DAILY 6. Levothyroxine Sodium 150 mcg PO 6X/WEEK (___) 7. Metoprolol Succinate XL 25 mg PO DAILY 8. Omeprazole 20 mg PO DAILY 9. Tiotropium Bromide 1 CAP IH DAILY 10. Aspirin 81 mg PO DAILY Discharge Medications: 1. Aspirin 81 mg PO DAILY 2. Doxazosin 2 mg PO HS 3. Fluticasone-Salmeterol Diskus (500/50) 1 INH IH BID 4. Gabapentin 800 mg PO 6 TIMES DAILY 5. Levothyroxine Sodium 150 mcg PO 6X/WEEK (___) 6. Metoprolol Succinate XL 25 mg PO DAILY 7. Omeprazole 20 mg PO DAILY 8. Albuterol Inhaler 2 PUFF IH Q6H:PRN wheeze 9. Alendronate Sodium 70 mg PO 1X/WEEK (SA) 10. Tiotropium Bromide 1 CAP IH DAILY Discharge Disposition: Home Discharge Diagnosis: COPD Dyspnea on Exertion (unclear etiology) Discharge Condition: Mental Status: Clear and coherent. Level of Consciousness: Alert and interactive. Activity Status: Ambulatory - Independent. Discharge Instructions: Dr. ___, You were admitted for ambulatory hypoxia (low oxygen while walking) and had a test to rule out pulmonary embolism (clot in the lung) which was negative. You also had an echocardiogram done which was largely normal but did have some mild abnormalities including borderline* pulmonary hypertension, diastolic dysfunction (trouble with the hearts relaxation phase), and a mildly dilated left atrium. On repeat testing of your oxygen levels while walking, your oxygen levels were OK. They may have been low because of temporary (benign) collapse of an area of your lung or a transient worsening of your COPD. Regardless, you oxygen levels seem to have improved. You should follow up with your outpatient providers including the pulmonologist appointment to workup your lung issues as an outpatient. It is important that you attend your pulmonary function testing as well. You should follow up with your primary care doctor, ___, to consider outpatient holter monitor testing as well as getting a Ct scan of your chest to rule out something call interstitial lung disease (ILD). Followup Instructions: ___ ## Transfers [2202-10-27 16:54:00] - Eventtype: ED - Careunit: Emergency Department ## EDstays [2202-10-27 16:54:00] - Gender: M - Race: WHITE ## Triage [2202-10-27 16:54:01] - Temperature: 97.1 - Heartrate: 80.0 - Resprate: 20.0 - O2Sat: 95.0 - Sbp: 150.0 - Dbp: 78.0 - Pain: 0 - Acuity: 2.0 - Chiefcomplaint: S/P FALL WITH HEADSTRIKE ## Vitalsign [2202-10-27 16:57:00] | Temperature | Heartrate | Resprate | O2Sat | Sbp | Dbp | Pain | Rhythm | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | 97.1 | 80.0 | 20.0 | 95.0 | 150.0 | 78.0 | 0 | nan | | 98.5 | 69.0 | 17.0 | 95.0 | 136.0 | 90.0 | 0 | nan | ## Provider Order Entry [2202-10-27 17:28:43] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Lab | nan | | Radiology | CT Scan | | Radiology | CT Scan | | General Care | Other | | Radiology | General Xray | ## Labotary Test Events [2202-10-27 17:30:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Absolute Lymphocyte Count | 1.73 | K/uL | 1.2 | 3.7 | nan | nan | | Basophils | 0.6 | % | 0.0 | 1.0 | nan | nan | | Eosinophils | 4.0 | % | 1.0 | 7.0 | nan | nan | | Hematocrit | 42.2 | % | 40.0 | 51.0 | nan | nan | | Hemoglobin | 13.6 | g/dL | 13.7 | 17.5 | abnormal | nan | | Lymphocytes | 33.0 | % | 19.0 | 53.0 | nan | nan | | MCH | 28.0 | pg | 26.0 | 32.0 | nan | nan | | MCHC | 32.2 | g/dL | 32.0 | 37.0 | nan | nan | | MCV | 87.0 | fL | 82.0 | 98.0 | nan | nan | | Monocytes | 9.4 | % | 5.0 | 13.0 | nan | nan | | Neutrophils | 52.8 | % | 34.0 | 71.0 | nan | nan | | Platelet Count | 153.0 | K/uL | 150.0 | 400.0 | nan | nan | | RDW | 14.4 | % | 10.5 | 15.5 | nan | nan | | Red Blood Cells | 4.86 | m/uL | 4.6 | 6.1 | nan | nan | | White Blood Cells | 5.2 | K/uL | 4.0 | 10.0 | nan | nan | | Absolute Basophil Count | 0.03 | K/uL | 0.01 | 0.08 | nan | nan | | Absolute Eosinophil Count | 0.21 | K/uL | 0.04 | 0.54 | nan | nan | | Absolute Monocyte Count | 0.49 | K/uL | 0.2 | 0.8 | nan | nan | | Absolute Neutrophil Count | 2.77 | K/uL | 1.6 | 6.1 | nan | nan | | Immature Granulocytes | 0.2 | % | 0.0 | 0.6 | nan | ___ | | RDW-SD | 45.5 | fL | 35.1 | 46.3 | nan | nan | | INR(PT) | 1.1 | nan | 0.9 | 1.1 | nan | nan | | PT | 12.2 | sec | 9.4 | 12.5 | nan | nan | | PTT | 29.7 | sec | 25.0 | 36.5 | nan | nan | | Anion Gap | 14.0 | mEq/L | 10.0 | 18.0 | nan | New reference range as of ___. | | Bicarbonate | 22.0 | mEq/L | 22.0 | 32.0 | nan | nan | | Calcium, Total | 8.7 | mg/dL | 8.4 | 10.3 | nan | nan | | Chloride | 103.0 | mEq/L | 96.0 | 108.0 | nan | nan | | Creatinine | 0.6 | mg/dL | 0.5 | 1.2 | nan | nan | | Estimated GFR (MDRD equation) | nan | nan | nan | nan | nan | Using this patient's age, gender, and serum creatinine value of 0.6, . estimated GFR (eGFR) is likely >75 mL/min/1.73 m2, . provided the serum creatinine value is stable. . (Patients with more muscle mass and better nutritional status are more . likely to be at the higher end of this range.) . An eGFR < 60 suggests kidney disease in those below the age of 65 . and there may be kidney disease in those over 65.. | | Glucose | 88.0 | mg/dL | 70.0 | 100.0 | nan | If fasting, 70-100 normal, >125 provisional diabetes. | | H | 27.0 | nan | nan | nan | nan | nan | | I | 1.0 | nan | nan | nan | nan | nan | | Magnesium | 1.7 | mg/dL | 1.6 | 2.6 | nan | nan | | Phosphate | 3.7 | mg/dL | 2.7 | 4.5 | nan | nan | | Potassium | 4.4 | mEq/L | 3.5 | 5.4 | nan | New reference range as of ___. | | Sodium | 139.0 | mEq/L | 135.0 | 147.0 | nan | New reference range as of ___. | | Urea Nitrogen | 14.0 | mg/dL | 6.0 | 20.0 | nan | nan | | L | 7.0 | nan | nan | nan | nan | nan | | Green Top Hold (plasma) | nan | nan | nan | nan | nan | ___ | | Light Green Top Hold | nan | nan | nan | nan | nan | HOLD. | ## Medrecon [2202-10-27 17:56:00] | Name | Atc Type | | ------ | ------ | | alendronate | nan | | aspirin [Adult Low Dose Aspirin] | acetylsalicylic acid | | aspirin [Adult Low Dose Aspirin] | acetylsalicylic acid | | Caltrate 600+D Plus Minerals | calcium compounds | | cyanocobalamin (vitamin B-12) [Vitamin B-12] | cyanocobalamin | | doxazosin | doxazosin | | fluticasone-salmeterol [Advair Diskus] | nan | | gabapentin | gabapentin | | hydrocortisone | None | | levothyroxine | levothyroxine sodium | | metoprolol succinate | nan | | Multivitamin | None | | omeprazole | omeprazole | | polyethylene glycol 3350 | macrogol | | prednisolone acetate | prednisolone | | sildenafil [Viagra] | sildenafil | | simvastatin | simvastatin | | tiotropium bromide [Spiriva with HandiHaler] | nan | ## Labotary Test Events [2202-10-27 18:05:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Length of Urine Collection | nan | nan | nan | nan | nan | RANDOM. | | Uhold | nan | nan | nan | nan | nan | ___ | | Bilirubin | nan | nan | nan | nan | nan | NEG. | | Blood | nan | nan | nan | nan | nan | NEG. | | Glucose | nan | mg/dL | 0.0 | 0.0 | nan | NEG. | | Ketone | nan | mg/dL | 0.0 | 0.0 | nan | NEG. | | Leukocytes | nan | nan | nan | nan | nan | NEG. | | Nitrite | nan | nan | nan | nan | nan | NEG. | | pH | 7.0 | units | 5.0 | 8.0 | nan | nan | | Protein | nan | mg/dL | 0.0 | 0.0 | nan | NEG. | | Specific Gravity | 1.019 | | 1.001 | 1.035 | nan | nan | | Urine Appearance | nan | nan | nan | nan | nan | Clear. | | Urine Color | nan | nan | nan | nan | nan | Yellow. | | Urobilinogen | nan | mg/dL | 0.2 | 1.0 | nan | NEG. | ## Microbiology Test Events [2202-10-27 18:05:00] - Test_Name: URINE CULTURE - Dilution_Text: nan - Interpretation: nan - Comments: < 10,000 CFU/mL. - Ab_Name: nan ## Vitalsign [2202-10-27 18:08:00] - Temperature: nan - Heartrate: 67.0 - Resprate: 18.0 - O2Sat: 95.0 - Sbp: 127.0 - Dbp: 85.0 - Pain: 0 - Rhythm: nan ## Radiology Examinations [2202-10-27 18:45:00] | Note_Type | Exam_Name | Text | | ------ | ------ | ------ | | RR | ['CT HEAD W/O CONTRAST'] | EXAMINATION: CT HEAD W/O CONTRAST INDICATION: ___ with fall and headstrike// eval for fracture/acute process TECHNIQUE: Contiguous axial images from skullbase to vertex were obtained without intravenous contrast. Coronal and sagittal reformations and bone algorithms reconstructions were also performed. DOSE: Total DLP (Head) = 843 mGy-cm. COMPARISON: Noncontrast head CT ___ FINDINGS: There is a small 5 mm focus of intraparenchymal hematoma in the medial left frontal lobe (3:32, 602:48). Additional subcentimeter focus of intraparenchymal hematoma seen in the posterior medial left frontal lobe (03:35). Chronic right frontal infarct is again noted. Small chronic right parietal infarct is also again noted. No evidence of acute infarction. Ventricles and sulci are prominent consistent with age related involutional changes. Nonspecific mild periventricular white matter hypodensities are suggestive of chronic small vessel ischemic disease. There is soft tissue swelling overlying the left parietal region. There is nondisplaced left zygomatic arch fracture. There is near complete opacification of the frontal sinuses as well as several ethmoidal air cells. There is moderate mucosal thickening of the maxillary sinuses bilaterally. As well as of the left sphenoid sinus. Mastoid air cells and middle ear cavities are clear. The orbits are unremarkable. IMPRESSION: 1. Two small foci of intraparenchymal hematoma in the medial left frontal lobe. 2. Nondisplaced left zygomatic arch fracture. 3. Left parietal soft tissue swelling. 4. Paranasal sinus disease as described above. NOTIFICATION: Updates to the wet read were discussed with ___ via telephone at approximately 21:15 on ___. | | RR | ['CT C-SPINE W/O CONTRAST'] | EXAMINATION: CT ___ W/O CONTRAST INDICATION: ___ with fall and headstrike// eval for fracture/acute process TECHNIQUE: Non-contrast helical multidetector CT was performed. Soft tissue and bone algorithm images were generated. Coronal and sagittal reformations were then constructed. DOSE: Total DLP (Body) = 536 mGy-cm. COMPARISON: MR ___ ___ CT ___ ___ FINDINGS: Status post laminectomies as well as anterior and posterior fusions at the C3 through C6 levels. Acute kyphotic angulation of C6 with respect to C7 is unchanged from prior. Chronic ununited type 2 dens fracture is similar prior.No acute fractures are identified.There are multilevel degenerative changes of the cervical spine, not significantly progressed from prior. Moderate spinal canal narrowing at C1-2 is similar to prior exams. Uncovertebral and facet hypertrophy cause moderate neural foraminal narrowing at several levels, worst at the C3-4 through C5-6 levels.There is no prevertebral soft tissue swelling.Emphysematous changes of the lung apices are noted. IMPRESSION: 1. No acute fracture or traumatic malalignment. 2. Redemonstration of chronic ununited type 2 dens fracture as well as postsurgical changes status post fusion and laminectomies of C3 through C6. | ## Provider Order Entry [2202-10-27 18:59:27] - Order_Type: Medications - Order_Subtype: nan ## Radiology Examinations [2202-10-27 19:04:00] - Note_Type: RR - Exam_Name: ['CHEST (PA & LAT)'] - Text: EXAMINATION: CHEST (PA AND LAT) INDICATION: ___ with fall/headstrike// pna? COMPARISON: Chest CT from ___ FINDINGS: PA and lateral views of the chest provided. Chronic elevation of the left hemidiaphragm is re-demonstrated. The lungs remain relatively hyperinflated without consolidation concerning for pneumonia. No large effusion or pneumothorax. No signs of edema. Heart size is not reliably assessed. Mediastinal contour is normal. Cervical fusion hardware is partially visualized. No acute fracture is seen. A midthoracic spine compression deformity is similar to prior as well as a compression deformity at the thoracolumbar junction. IMPRESSION: No acute sequelae of trauma. Chronic elevation of the left hemidiaphragm. ## Pyxis [2202-10-27 20:12:00] | Name | | ------ | | Gabapentin 100mg CAP | | Gabapentin 300mg CAP | ## Electronic Medicine Administration Record [2202-10-27 20:16:00] - Medication: Gabapentin - Event_Txt: Administered ## Vitalsign [2202-10-27 20:17:00] - Temperature: nan - Heartrate: 76.0 - Resprate: 27.0 - O2Sat: 93.0 - Sbp: 145.0 - Dbp: 66.0 - Pain: nan - Rhythm: nan ## Provider Order Entry [2202-10-27 20:21:57] - Order_Type: Medications - Order_Subtype: nan ## Pyxis [2202-10-27 20:23:00] - Name: Acetaminophen 500mg TAB ## Electronic Medicine Administration Record [2202-10-27 20:26:00] - Medication: Acetaminophen - Event_Txt: Administered ## Provider Order Entry [2202-10-27 21:12:27] - Order_Type: ADT orders - Order_Subtype: Admit ## Vitalsign [2202-10-27 21:17:00] - Temperature: nan - Heartrate: 67.0 - Resprate: 16.0 - O2Sat: 92.0 - Sbp: 128.0 - Dbp: 64.0 - Pain: nan - Rhythm: nan
EU OBSERVATION
[ "SURGICAL SAME DAY ADMISSION", "ELECTIVE", "OBSERVATION ADMIT", "EW EMER.", "AMBULATORY OBSERVATION", "DIRECT OBSERVATION", "DIRECT EMER.", "EU OBSERVATION" ]
{ "target_key": "admission_type", "metric": "em", "task_type": "decision_making", "task": "admissions", "event": "admissions", "target": "[\"EU OBSERVATION\"]", "label": [ "EU OBSERVATION" ] }
2
Given the sequence of events that have occurred in a hospital, please give the next Admissions suggestion for the patiens.
## Patient Demographics [None] - Anchor_Age: 52 - Gender: F ## Discharge [2186-12-12 00:00:00] - Note_Type: DS - Text: Name: ___ Unit No: ___ Admission Date: ___ Discharge Date: ___ Date of Birth: ___ Sex: F Service: MEDICINE Allergies: Sulfa (Sulfonamide Antibiotics) / ceftriaxone / lidocaine / adhesive tape Attending: ___ Chief Complaint: Dyspnea Major Surgical or Invasive Procedure: None History of Present Illness: Ms. ___ is a very pleasant ___ with a PMH of tracheobroncheomalacia, COP (from VATS ___ and multifocal airway stenosis (FEV1/FVC 35%) s/p attempted stent placements c/b multiple intubations, OSA on CPAP, and severe acid reflux s/p fundoplication ___, who presents to the ED with increasing dyspnea over the past 10 days. Patient was in her usual state of health until ___ when she developed rhinorrhea and a cough productive of yellowish sputum. She started a 10-day course of levofloxacin at the time without improvement. She visited her PCP the following ___ who performed a CXR without evidence of PNA. He gave her albuterol inhaler to help with her SOB. Her symptoms continued to worsen throughout the week so she saw her physician again over the weekend who gave her a prednisone pulse and taper. She started with 60mg x2 days and took 50mg x2 days. Overnight she noted that her SpO2 was in the low ___ at home. She started herself on 5L of O2 through her trilogy with SpO2 back up to the ___. She called her doctor this AM who recommended that she go in to the ED. In the ED, the patient was comfortable on 4L NC. Her cough has improved with mucinex DM. She denies headache, fevers, chills, nausea, or vomiting. She denies palpiations, dizziness, or lightheadedness. She denies any recent leg swelling or pain. Of note, the patient has had extensive workup for her TBM. She has had stents placed to LMS and trachea in ___, which then had to be removed several days later due to strep pneumo PNA. She underwent bronchoscopy ___ showing severe TM, severe R bronchomalacia, and severe left mainstem stenosis. She is s/p lap Toupet fundoplication ___ and repeat EGD with esophageal dilation on ___ due to esophageal dysmotility. She also carries a diagnosis of OSA and uses Bipap/trilogy at night, which has helped her symptoms. In the ED, initial vitals were: 98.3 83 186/92 18 98% 4L NC Exam notable for: AOx3, Comfortable on 4L NC - Coarse bronchial breath sounds through all lung fields - Heart sounds normal - MMM, mild OP erythema - Extremities w 2+ pulses, no erythema Labs showed: 9.5 > 13.0/40.4 < ___ ---------< 122 4.4 23 0.7 Lactate 1.5 CXR showed no acute cardiopulmonary process. EKG: NSR @84 bpm, no ischemic changes Received a total of 2 mg IV lorazepam, 500 mg azithromycin, and 1 ipratropium-albuterol nebulizer. Transfer VS were: 76 144/76 16 93% Nasal Cannula Decision was made to admit to medicine for further management, after discussion with IP. On arrival to the floor, patient reports that she is still is having cough and some SOB, consistent with prior flare-ups of her TBM. She denies sputum production. She denies fevers or myalgias. She reports that several of her grandchildren have had URIs recently. Her O2 requirement continued to worsen, requiring NRB, and after discussion with IP, it was decided patient would require higher level of care and so was on the floor very briefly before coming to MICU. Past Medical History: PAST MEDICAL HISTORY: COP (off prednisone) TBM Hypothyroidism Crohn'sdisease glaucoma iritis TBM GERD HTN Recurrent strep pneumonia Folliculitis both lower extremities PSH 1. S/p Right VATS wedge Bx 2. S/P C section 3. S/P breast reduction/tummy tuck Social History: ___ Family History: Positive for leukemia in father, hearing loss and diabetes. Physical Exam: ADMISSION EXAM: =============== Vital Signs: T 99.4 BP 138/86 HR 77 RR 22 SpO2 99% NRB General: Middle-aged female in NAD, with occasional cough and raspy voice, no stridor. Sitting in some distress, pleasant. Unable to complete full sentences. HEENT: Anicteric sclerae. CV: RRR S1+S2 no m/r/g Lungs: Bilateral wheezes and rhonchorous breath sounds heard in upper and lower lung fields bilaterally. Abdomen: Soft, nontender, nondistended. GU: No foley Ext: Warm, well perfused, no edema Neuro: AAOx3, no focal neuro deficits identified. DISCHARGE EXAM: ================ Vitals: 98.1PO 132/84 72 18 89%2L General: Sitting up in bed, appears comfortable, no acute distress HEENT: atraumatic, normocephalic, EOMI, MMM CV: RRR, no murmurs, rubs, gallops Lungs: diffuse wheezes and ronchi, no crackles, unable to speak in full sentences Abdomen: soft, non-tender, non-distended GU: No foley in place Ext: WWP Neuro: AAOX3, moving all 4 extremities spontaneously and purposefully Pertinent Results: ADMISSION RESULTS: ================== ___ 04:00PM BLOOD WBC-9.5 RBC-4.71 Hgb-13.0 Hct-40.4 MCV-86 MCH-27.6 MCHC-32.2 RDW-15.8* RDWSD-49.1* Plt ___ ___ 04:00PM BLOOD Neuts-92.2* Lymphs-4.1* Monos-3.2* Eos-0.0* Baso-0.2 Im ___ AbsNeut-8.73* AbsLymp-0.39* AbsMono-0.30 AbsEos-0.00* AbsBaso-0.02 ___ 04:00PM BLOOD Glucose-122* UreaN-14 Creat-0.7 Na-136 K-4.4 Cl-98 HCO3-23 AnGap-19 ___ 06:46AM BLOOD ___ pO2-157* pCO2-48* pH-7.40 calTCO2-31* Base XS-4 Comment-GREEN TOP ___ 04:25PM BLOOD Lactate-1.5 IMAGING: ======== ___ CXR No acute cardiopulmonary abnormality. MICRO: ====== None DISCHARGE RESULTS: ================== ___ 07:45AM BLOOD WBC-11.5* RBC-4.42 Hgb-12.0 Hct-38.5 MCV-87 MCH-27.1 MCHC-31.2* RDW-15.9* RDWSD-50.5* Plt ___ ___ 07:45AM BLOOD Plt ___ ___ 07:45AM BLOOD Glucose-86 UreaN-26* Creat-0.8 Na-140 K-3.9 Cl-102 HCO3-25 AnGap-17 ___ 07:45AM BLOOD Calcium-8.9 Phos-4.0 Mg-2.5 Brief Hospital Course: ___ is a ___ PMH tracheobroncheomalacia, COP (from VATS ___ and multifocal airway stenosis (FEV1/FVC 35%) s/p attempted stent placements c/b multiple intubations, OSA on CPAP, and severe acid reflux s/p fundoplication ___, presented to the ED with increasing dyspnea over the past 10 days. She was admitted from the ED to the floor, but was quickly transferred to the MICU as she was requiring NRB to maintain her O2 saturation. IP was consulted and she was started on methylpred 125mg Q6H and azithromycin x5d. Her flu also came back positive so she was started on oseltamivir. Her respitatory status improved overnight in the MICU to requiring only nasal cannula so she was transferred to the general medicine service. She was put on a steroid taper of 2 weeks. she completed her courses of tamiflu and azithromycin prior to discharge. Her respiratory status improved so she was discharged home with IP follow up. ACUTE ISSUES: #Influenza: The patient's flu PCR came back positive, so this was the most likely cause of her acute presentation. She was started on supplemental O2, tamiflu x3d, azithromycin x5d, duonebs, and IV steroids. Because of her tracheobronchomalacia, IP, who she sees as an outpatient, was consulted and recommended flutter valve QID, guaifenisin, and benzonatate for cough. She initially required NRB and MICU admission, but after less than 24h she was weaned to nasal cannula and transferred to the general medicine service. On the general medicine floor she continued to improve and her O2 requirement decreased, and she was discharged home. She completed her courses of tamiflu and azithromycin prior to discharge, and was given an Rx to continue her 2 week prednisone taper at home. ******Of note, per pt's husband, she needs special #6 tube (pediatric) for intubation (which was not required on this admission.)******** CHRONIC ISSUES: # GERD: Continued home ranitidine # HTN: BPs since admission to ED 170s-180s. Could be exacerbated by coughing, acute illness, or from recent initiation of prednisone. Continued home amlodipine 5 mg daily. # Hypothyroidism: continued home levothyroxine # Hx folliculitis of lower extremities: Continued home calcipotriene and tacro ointment # Iritis: Continued home difluprednate (patient brought own meds) Transitional Issues: - IP would like CT of her trachea which is scheduled for ___ - Last day of prednisone taper is ___. Prednisone taper as follows: 60mg ___, 40mg ___, 20mg ___, 10mg ___. - Patient discharged on 2L O2 to be weaned off at home. She demonstrated understanding of home O2 weaning and has done this before. Home O2 already set up at time of discharge. - patient discharged with PO Ativan limited script for cough. #Code: Full code #Contact/HCP: ___ ___ Medications on Admission: The Preadmission Medication list is accurate and complete. 1. amLODIPine 5 mg PO HS 2. albuterol sulfate 90 mcg/actuation inhalation Q4H:PRN SOB 3. Calcium 600 + D(3) (calcium carbonate-vitamin D3) 600 mg calcium- 200 unit oral DAILY 4. difluprednate 0.05 % ophthalmic DAILY 5. Docusate Sodium 100 mg PO BID 6. Ibuprofen 800 mg PO Q8H:PRN pain 7. Levothyroxine Sodium 150 mcg PO DAILY 8. LORazepam 0.5-1 mg PO Q6H:PRN cough 9. Magnesium Oxide 400 mg PO DAILY 10. mometasone-formoterol 200-5 mcg/actuation inhalation BID 11. Ranitidine 300 mg PO QHS 12. Milk of Magnesia 30 mL PO Q12H:PRN constipation 13. Tiotropium Bromide 1 CAP IH DAILY 14. tacrolimus 0.1 % topical DAILY 15. Calcipotriene 0.005% Cream 1 Appl TP DAILY 16. Minocycline 100 mg PO Q24H 17. Pantoprazole 40 mg PO Q12H Discharge Medications: 1. PredniSONE 60 mg PO DAILY Duration: 3 Doses This is dose # 1 of 4 tapered doses RX *prednisone 10 mg 1 tablet(s) by mouth DAILY Disp #*31 Tablet Refills:*0 2. PredniSONE 40 mg PO DAILY Duration: 4 Doses Start: After 60 mg DAILY tapered dose This is dose # 2 of 4 tapered doses 3. PredniSONE 20 mg PO DAILY Duration: 3 Doses Start: After 40 mg DAILY tapered dose This is dose # 3 of 4 tapered doses 4. PredniSONE 10 mg PO DAILY Duration: 3 Doses This is dose # 4 of 4 tapered doses RX *prednisone 10 mg as directed tablet(s) by mouth daily Disp #*43 Tablet Refills:*0 5. albuterol sulfate 90 mcg/actuation inhalation Q4H:PRN SOB 6. amLODIPine 5 mg PO HS 7. Calcipotriene 0.005% Cream 1 Appl TP DAILY 8. Calcium 600 + D(3) (calcium carbonate-vitamin D3) 600 mg calcium- 200 unit oral DAILY 9. difluprednate 0.05 % ophthalmic DAILY 10. Docusate Sodium 100 mg PO BID 11. Ibuprofen 800 mg PO Q8H:PRN pain 12. Levothyroxine Sodium 150 mcg PO DAILY 13. LORazepam 0.5-1 mg PO Q6H:PRN cough RX *lorazepam [Ativan] 0.5 mg ___ tablets by mouth Q6H:PRN Disp #*15 Tablet Refills:*0 14. Magnesium Oxide 400 mg PO DAILY 15. Milk of Magnesia 30 mL PO Q12H:PRN constipation 16. mometasone-formoterol 200-5 mcg/actuation inhalation BID 17. Pantoprazole 40 mg PO Q12H 18. Ranitidine 300 mg PO QHS 19. Tacrolimus 0.1 % topical DAILY 20. Tiotropium Bromide 1 CAP IH DAILY Discharge Disposition: Home Discharge Diagnosis: Primary: Influenza Tracheobronchomalacia Discharge Condition: Mental Status: Clear and coherent. Level of Consciousness: Alert and interactive. Activity Status: Ambulatory - Independent. Discharge Instructions: Dear Ms. ___, You were admitted to the hospital because you were having worsening shortness of breath and cough. You were found to have the flu so you were treated with Tamiflu. In order to decrease inflammation you were also given steroids. The suspicion for bacterial infection was low, but you were treated empirically with azithromycin. Your symptoms improved so you were discharged home. You will continue taking prednisone to complete a 2 week taper. You will get a CT scan prior to your appointment with pulmonology on ___. You will take the prednisone as follows: - 60mg ___ - 20mg ___ - 10mg ___ Please attend your follow up appointments as listed below. Thank you for choosing ___ for your healthcare needs. It was a pleasure taking care of you. Sincerely, Your ___ Team Followup Instructions: ___ ## Procedures on International Classification of Diseases [2187-11-26 00:00:00] - Procedures: Assistance with Respiratory Ventilation, Less than 24 Consecutive Hours, Continuous Positive Airway Pressure - Ccs Type: Respiratory intubation and mechanical ventilation ## Transfers [2187-11-26 12:00:00] - Eventtype: ED - Careunit: Emergency Department ## EDstays [2187-11-26 12:00:00] - Gender: F - Race: WHITE ## Vitalsign [2187-11-26 12:00:00] - Temperature: nan - Heartrate: nan - Resprate: nan - O2Sat: nan - Sbp: nan - Dbp: nan - Pain: unable - Rhythm: nan ## Triage [2187-11-26 12:00:01] - Temperature: nan - Heartrate: nan - Resprate: nan - O2Sat: nan - Sbp: nan - Dbp: nan - Pain: unable - Acuity: 1.0 - Chiefcomplaint: Respiratory distress ## Microbiology Test Events [2187-11-26 12:06:00] - Test_Name: Blood Culture, Routine - Dilution_Text: nan - Interpretation: nan - Comments: NO GROWTH. - Ab_Name: nan ## Vitalsign [2187-11-26 12:06:00] - Temperature: nan - Heartrate: 124.0 - Resprate: 32.0 - O2Sat: 85.0 - Sbp: nan - Dbp: nan - Pain: unable - Rhythm: nan ## Provider Order Entry [2187-11-26 12:06:46] | Order_Type | Order_Subtype | | ------ | ------ | | Medications | nan | | Medications | nan | | Medications | nan | ## Pyxis [2187-11-26 12:07:00] | Name | | ------ | | Ipratropium Bromide Neb 1Neb | | MethylPREDNISolone So 125mg VIAL | | MethylPREDNISolone So 125mg VIAL | | MethylPREDNISolone So 125mg VIAL | | Albuterol 0.083% Neb Soln 1Neb | | LORazepam 2mg/1mL 1mL SYR | | LORazepam 2mg/1mL 1mL SYR | | LORazepam 2mg/1mL 1mL SYR | ## Labotary Test Events [2187-11-26 12:10:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Anion Gap | 13.0 | mEq/L | 10.0 | 18.0 | nan | New reference range as of ___. | | Bicarbonate | 27.0 | mEq/L | 22.0 | 32.0 | nan | nan | | Chloride | 100.0 | mEq/L | 96.0 | 108.0 | nan | nan | | Creatinine | 0.7 | mg/dL | 0.4 | 1.1 | nan | nan | | Estimated GFR (MDRD equation) | nan | nan | nan | nan | nan | Using this patient's age, gender, and serum creatinine value of 0.7, . estimated GFR (eGFR) is likely >75 mL/min/1.73 m2, . provided the serum creatinine value is stable. . (Patients with more muscle mass and better nutritional status are more . likely to be at the higher end of this range.) . An eGFR < 60 suggests kidney disease in those below the age of 65 . and there may be kidney disease in those over 65.. | | Glucose | 133.0 | mg/dL | 70.0 | 100.0 | abnormal | If fasting, 70-100 normal, >125 provisional diabetes. | | H | 8.0 | nan | nan | nan | nan | nan | | I | 1.0 | nan | nan | nan | nan | nan | | Potassium | 4.2 | mEq/L | 3.3 | 5.1 | nan | nan | | Sodium | 140.0 | mEq/L | 135.0 | 147.0 | nan | New reference range as of ___. | | Urea Nitrogen | 22.0 | mg/dL | 6.0 | 20.0 | abnormal | nan | | L | 5.0 | nan | nan | nan | nan | nan | | Green Top Hold (plasma) | nan | nan | nan | nan | nan | ___ | | Light Green Top Hold | nan | nan | nan | nan | nan | HOLD. | | Absolute Lymphocyte Count | 1.81 | K/uL | 1.2 | 3.7 | nan | nan | | Basophils | 0.3 | % | 0.0 | 1.0 | nan | nan | | Eosinophils | 0.1 | % | 1.0 | 7.0 | abnormal | nan | | Hematocrit | 36.7 | % | 34.0 | 45.0 | nan | nan | | Hemoglobin | 11.7 | g/dL | 11.2 | 15.7 | nan | nan | | Lymphocytes | 14.5 | % | 19.0 | 53.0 | abnormal | nan | | MCH | 27.5 | pg | 26.0 | 32.0 | nan | nan | | MCHC | 31.9 | g/dL | 32.0 | 37.0 | abnormal | nan | | MCV | 86.0 | fL | 82.0 | 98.0 | nan | nan | | Monocytes | 14.5 | % | 5.0 | 13.0 | abnormal | nan | | Neutrophils | 70.1 | % | 34.0 | 71.0 | nan | nan | | Platelet Count | 355.0 | K/uL | 150.0 | 400.0 | nan | nan | | RDW | 15.5 | % | 10.5 | 15.5 | nan | nan | | Red Blood Cells | 4.26 | m/uL | 3.9 | 5.2 | nan | nan | | White Blood Cells | 12.5 | K/uL | 4.0 | 10.0 | abnormal | nan | | Absolute Basophil Count | 0.04 | K/uL | 0.01 | 0.08 | nan | nan | | Absolute Eosinophil Count | 0.01 | K/uL | 0.04 | 0.54 | abnormal | nan | | Absolute Monocyte Count | 1.82 | K/uL | 0.2 | 0.8 | abnormal | nan | | Absolute Neutrophil Count | 8.78 | K/uL | 1.6 | 6.1 | abnormal | nan | | Immature Granulocytes | 0.5 | % | 0.0 | 0.6 | nan | ___ | | RDW-SD | 48.4 | fL | 35.1 | 46.3 | abnormal | nan | | Blue Top Hold | nan | nan | nan | nan | nan | ___ | ## Microbiology Test Events [2187-11-26 12:10:00] - Test_Name: Blood Culture, Routine - Dilution_Text: nan - Interpretation: nan - Comments: NO GROWTH. - Ab_Name: nan ## Provider Order Entry [2187-11-26 12:10:09] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Lab | nan | | Lab | nan | | Radiology | General Xray | | General Care | Other | ## Radiology Examinations [2187-11-26 12:12:00] - Note_Type: RR - Exam_Name: ['CHEST (PORTABLE AP)'] - Text: EXAMINATION: Chest radiograph INDICATION: History: ___ with sob// ?> pna TECHNIQUE: AP frontal view of the chest COMPARISON: Chest radiograph ___ FINDINGS: There is no consolidation, pleural effusion, pneumothorax. Cardiomediastinal silhouette is within normal limits. The aorta is tortuous. Chain sutures are again noted in overlying the right upper and lower lobes. IMPRESSION: No acute intrathoracic abnormality. ## Vitalsign [2187-11-26 12:12:00] - Temperature: nan - Heartrate: 111.0 - Resprate: 28.0 - O2Sat: 94.0 - Sbp: 177.0 - Dbp: 102.0 - Pain: nan - Rhythm: nan ## Provider Order Entry [2187-11-26 12:12:29] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Lab | nan | | Lab | nan | ## Vitalsign [2187-11-26 12:14:00] - Temperature: nan - Heartrate: 107.0 - Resprate: 23.0 - O2Sat: 99.0 - Sbp: 177.0 - Dbp: 102.0 - Pain: nan - Rhythm: nan ## Electronic Medicine Administration Record [2187-11-26 12:15:00] | Medication | Event_Txt | | ------ | ------ | | Albuterol 0.083% Neb Soln | Administered | | Ipratropium Bromide Neb | Administered | | MethylPREDNISolone Sodium Succ | Administered | ## Vitalsign [2187-11-26 12:16:00] - Temperature: nan - Heartrate: 107.0 - Resprate: 19.0 - O2Sat: 96.0 - Sbp: 177.0 - Dbp: 109.0 - Pain: nan - Rhythm: nan ## Provider Order Entry [2187-11-26 12:16:30] - Order_Type: Medications - Order_Subtype: nan ## Electronic Medicine Administration Record [2187-11-26 12:17:00] - Medication: LORazepam - Event_Txt: Administered ## Vitalsign [2187-11-26 12:21:00] - Temperature: nan - Heartrate: 103.0 - Resprate: 16.0 - O2Sat: 97.0 - Sbp: 164.0 - Dbp: 100.0 - Pain: nan - Rhythm: nan ## Provider Order Entry [2187-11-26 12:23:40] - Order_Type: Lab - Order_Subtype: nan ## Vitalsign [2187-11-26 12:26:00] | Temperature | Heartrate | Resprate | O2Sat | Sbp | Dbp | Pain | Rhythm | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | nan | 100.0 | 16.0 | 98.0 | 157.0 | 105.0 | nan | nan | | nan | 102.0 | 18.0 | 99.0 | 157.0 | 105.0 | 0 | nan | | nan | 99.0 | 16.0 | 98.0 | 158.0 | 96.0 | nan | nan | ## Provider Order Entry [2187-11-26 12:48:31] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Medications | nan | ## Pyxis [2187-11-26 12:50:00] - Name: Albuterol 0.083% Neb Soln 1Neb ## Labotary Test Events [2187-11-26 13:00:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | H | 8.0 | nan | nan | nan | nan | nan | | I | 0.0 | nan | nan | nan | nan | nan | | NTproBNP | 140.0 | pg/mL | 0.0 | 226.0 | nan | Reference values vary with age, sex, and renal function. at 35% prevalence, NTproBNP values:. < 450 have 99% Neg pred value. >1000 have 78% Pos pred value. See online lab manual for more detailed information. | | L | 5.0 | nan | nan | nan | nan | nan | | H | 3.0 | nan | nan | nan | nan | nan | | I | 0.0 | nan | nan | nan | nan | nan | | Troponin T | nan | ng/mL | 0.0 | 0.01 | nan | <0.01. cTropnT > 0.10 ng/mL suggests Acute MI. | | L | 8.0 | nan | nan | nan | nan | nan | | INR(PT) | 1.1 | nan | 0.9 | 1.1 | nan | nan | | PT | 11.4 | sec | 9.4 | 12.5 | nan | nan | | PTT | 23.4 | sec | 25.0 | 36.5 | abnormal | VERIFIED BY REPLICATE ANALYSIS. | | Base Excess | 0.0 | mEq/L | nan | nan | nan | nan | | Calculated Total CO2 | 29.0 | mEq/L | 21.0 | 30.0 | nan | nan | | Lactate | 0.8 | mmol/L | 0.5 | 2.0 | nan | nan | | Oxygen Saturation | 94.0 | % | nan | nan | nan | nan | | pCO2 | 52.0 | mm Hg | 35.0 | 45.0 | abnormal | nan | | pH | 7.33 | units | 7.35 | 7.45 | abnormal | nan | | pO2 | 78.0 | mm Hg | 85.0 | 105.0 | abnormal | nan | | Specimen Type | nan | nan | nan | nan | nan | ___ | | Influenza A by PCR | nan | nan | nan | nan | nan | ___ | | Influenza B by PCR | nan | nan | nan | nan | nan | ___ | ## Vitalsign [2187-11-26 13:20:00] - Temperature: nan - Heartrate: 99.0 - Resprate: 20.0 - O2Sat: 95.0 - Sbp: 164.0 - Dbp: 91.0 - Pain: 0 - Rhythm: nan ## Pyxis [2187-11-26 13:21:00] - Name: Azithromyc 500mg/250mL 250mL BAG ## Electronic Medicine Administration Record [2187-11-26 13:25:00] - Medication: Azithromycin - Event_Txt: Started ## Medrecon [2187-11-26 13:28:00] | Name | Atc Type | | ------ | ------ | | albuterol sulfate [ProAir HFA] | nan | | amlodipine | amlodipine | | budesonide-formoterol [Symbicort] | None | | calcium carbonate-vitamin D3 [Calcium+D] | None | | cholecalciferol (vitamin D3) | colecalciferol | | clindamycin phosphate | clindamycin | | dapsone [Aczone] | nan | | difluprednate [Durezol] | nan | | folic acid | folic acid | | ibuprofen [Advil] | ibuprofen | | levothyroxine | levothyroxine sodium | | lorazepam | None | | lorazepam | None | | magnesium | None | | methotrexate sodium | methotrexate | | methotrexate sodium | methotrexate | | ropinirole | nan | | tiotropium bromide [Spiriva with HandiHaler] | nan | ## Vitalsign [2187-11-26 14:21:00] - Temperature: nan - Heartrate: 96.0 - Resprate: 18.0 - O2Sat: 93.0 - Sbp: 162.0 - Dbp: 90.0 - Pain: 0 - Rhythm: nan ## Electronic Medicine Administration Record [2187-11-26 14:32:00] - Medication: Azithromycin - Event_Txt: Stopped ## Vitalsign [2187-11-26 15:21:00] - Temperature: nan - Heartrate: 92.0 - Resprate: 20.0 - O2Sat: 95.0 - Sbp: 14.0 - Dbp: 684.0 - Pain: 0 - Rhythm: nan ## Provider Order Entry [2187-11-26 16:53:10] | Order_Type | Order_Subtype | | ------ | ------ | | Medications | nan | | Medications | nan | | Medications | nan | | Medications | nan | | Medications | nan |
URGENT
[ "SURGICAL SAME DAY ADMISSION", "DIRECT EMER.", "OBSERVATION ADMIT", "AMBULATORY OBSERVATION", "EU OBSERVATION", "DIRECT OBSERVATION", "ELECTIVE", "EW EMER." ]
{ "target_key": "admission_type", "metric": "em", "task_type": "decision_making", "task": "admissions", "event": "admissions", "target": "[\"URGENT\"]", "label": [ "URGENT" ] }
3
Given the sequence of events that have occurred in a hospital, please give the next Admissions suggestion for the patiens.
## Patient Demographics [None] - Anchor_Age: 55 - Gender: F ## Discharge [2124-08-18 00:00:00] - Note_Type: DS - Text: Name: ___ Unit No: ___ Admission Date: ___ Discharge Date: ___ Date of Birth: ___ Sex: F Service: ORTHOPAEDICS Allergies: Penicillins / Percodan / Compazine / Reglan / Flonase Attending: ___ ___ Complaint: Right knee pain after TKA Major Surgical or Invasive Procedure: I & D right knee with liner exchange PICC line placement History of Present Illness: ___ y/o pt with increasing right knee pain and swelling over last week. No trauma, no fevers. Joint aspirate revealed ___ WBC's. Past Medical History: 1. Situs inversus 2. Asthma 3. Gastric ulcer 4. s/p Billroth II 5. s/p Roux en Y revision of Billroth II 6. s/p choledochoduodenostomy 7. s/p subtotal colectomy Social History: ___ Family History: NC Physical Exam: Afebrile, All vital signs stable General: NCAT, NAD Pulm: lungs CTA bilaterally, no w/r/r Card:s1/s2 clear no m/g/r Abd: soft NT/ND, +BS Ext: incision C/D/I calf nt nvi distally Brief Hospital Course: Mrs. ___ was admitted to ___ on ___ for right knee pain after replacement in ___. No trauma, no fevers. Joint aspirate revealed ___ WBC's. Decision made with patient to proceed with I&D and polyethylene exchange. Pre-operatively, she was consented and history and physical performed. Intra-operatively, she was closely monitored and remained stable. She tolerated the procedure well without any difficulty. Post-operatively, she was transferred to the PACU and floor for further recovery. On the floor, she remained stable and started on Vancomycin antibiotics. Infectious disease also followed and managed her inpatient care. She got a PICC line placed for home IV antibiotics for 6 weeks therapy. Her OR cultures were negative to date. She progressed with physical therapy to improve her strength and mobility. She continued to make steady progress. She was discharged home with services in stable condition. Medications on Admission: Albuterol MDI 2 PUFF IH Q6H:PRN ___ Discharge Medications: 1. Enoxaparin 40 mg/0.4 mL Syringe Sig: One (1) Subcutaneous DAILY (Daily) for 3 weeks. Disp:*21 * Refills:*0* 2. Docusate Sodium 100 mg Capsule Sig: One (1) Capsule PO BID (2 times a day). 3. Acetaminophen 325 mg Tablet Sig: Two (2) Tablet PO Q6H (every 6 hours) as needed for fever or pain. 4. Albuterol 90 mcg/Actuation Aerosol Sig: Two (2) Puff Inhalation Q6H (every 6 hours) as needed. 5. Hydromorphone 2 mg Tablet Sig: ___ Tablets PO Q4H (every 4 hours) as needed. Disp:*90 Tablet(s)* Refills:*0* 6. Vancomycin 1,000 mg Recon Soln Sig: 1250 (1250) mg Intravenous every twelve (12) hours for 6 weeks: Start ___ End ___. Disp:*qs * Refills:*0* 7. PICC line Care per protocol 8. NS flushes PICC line care per protocol 9. Heparin flushes PICC line care per protocol 10. Outpatient Lab Work Please have weekly blood work (CBC/Lytes/LFTs/Bun/Cre/Vanco trough) drawn and have the results faxed to the Infectious Disease department at ___. Discharge Disposition: Home With Service Facility: ___ Discharge Diagnosis: infection s/p R TKA Discharge Condition: stable Discharge Instructions: Keep the incision clean and dry. Please apply a dry sterile dressing daily as needed for drainage or comfort. If you have any shortness of breath, increased redness, increased swelling, pain, or drainage, or have a temperature >101, please call your doctor or go to the emergency room for evaluation. You may bear partial weight on your right leg. Please resume all of the medications you took prior to your admission unless discussed with your provider. Take all medication as prescribed by your provider. Continue your Lovenox injections as prescribed to help reduce the chances of developing a blood clot. Feel free to call our office with any questions or concerns. Physical Therapy: ROM as tolerated partial weight bearing R leg CPM -___ daily dressing changes DSD Treatments Frequency: Your skin staples/sutures may be removed ___ days after your surgery. Advance your CPM daily. -___ degrees as tolerated You have a PICC line for IV antibiotic therapy for weeks. Please have weekly blood work (CBC/Lytes/LFTs/Bun/Cre/Vanco trough) drawn and have the results faxed to ID at ___ Followup Instructions: ___ ## Prescriptions [2124-08-27 10:00:00] | Drug | Atc Type | Prod_Strength | Dose_Val_Rx | Dose_Unit_Rx | | ------ | ------ | ------ | ------ | ------ | | Omeprazole | nan | 20mg Cap | 20 | mg | | Fexofenadine | nan | 60mg Tablet | 60 | mg | ## Transfers [2124-08-27 12:45:00] - Eventtype: ED - Careunit: Emergency Department ## Labotary Test Events [2124-08-27 13:37:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Bacteria | nan | nan | nan | nan | nan | nan | | Bilirubin | nan | mg/dL | nan | nan | nan | nan | | Blood | nan | nan | nan | nan | nan | nan | | Epithelial Cells | nan | #/hpf | nan | nan | nan | nan | | Glucose | nan | mg/dL | nan | nan | nan | nan | | Ketone | nan | mg/dL | nan | nan | nan | nan | | Leukocytes | nan | nan | nan | nan | nan | nan | | Nitrite | nan | nan | nan | nan | nan | nan | | pH | 5.0 | units | 5.0 | 8.0 | nan | nan | | Protein | nan | mg/dL | nan | nan | nan | nan | | RBC | nan | #/hpf | 0.0 | 2.0 | nan | nan | | Specific Gravity | 1.004 | | 1.001 | 1.035 | nan | nan | | Urine Appearance | nan | nan | nan | nan | nan | nan | | Urine Color | nan | nan | nan | nan | nan | nan | | Urobilinogen | nan | mg/dL | 0.2 | 1.0 | nan | nan | | WBC | nan | #/hpf | 0.0 | 5.0 | nan | nan | | Yeast | nan | nan | nan | nan | nan | nan | ## Microbiology Test Events [2124-08-27 13:37:00] - Test_Name: URINE CULTURE - Dilution_Text: nan - Interpretation: nan - Comments: NO GROWTH. - Ab_Name: nan ## Labotary Test Events [2124-08-27 13:54:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Basophils | 0.2 | % | 0.0 | 2.0 | nan | nan | | Eosinophils | 0.8 | % | 0.0 | 4.0 | nan | nan | | Hematocrit | 26.2 | % | 36.0 | 48.0 | abnormal | nan | | Hemoglobin | 8.0 | g/dL | 12.0 | 16.0 | abnormal | nan | | Lymphocytes | 12.6 | % | 18.0 | 42.0 | abnormal | nan | | MCH | 24.4 | pg | 27.0 | 32.0 | abnormal | nan | | MCHC | 30.5 | % | 31.0 | 35.0 | abnormal | nan | | MCV | 80.0 | fL | 82.0 | 98.0 | abnormal | nan | | Monocytes | 5.5 | % | 2.0 | 11.0 | nan | nan | | Neutrophils | 81.0 | % | 50.0 | 70.0 | abnormal | nan | | Platelet Count | 551.0 | K/uL | 150.0 | 440.0 | abnormal | nan | | RDW | 15.6 | % | 10.5 | 15.5 | abnormal | nan | | Red Blood Cells | 3.28 | m/uL | 4.2 | 5.4 | abnormal | nan | | Sedimentation Rate | 101.0 | mm/hr | 0.0 | 20.0 | abnormal | nan | | White Blood Cells | 8.9 | K/uL | 4.0 | 11.0 | nan | nan | | Anion Gap | 19.0 | mEq/L | 8.0 | 20.0 | nan | nan | | Bicarbonate | 26.0 | mEq/L | 22.0 | 32.0 | nan | nan | | C-Reactive Protein | 231.5 | mg/L | 0.0 | 5.0 | abnormal | LOW RISK <1.0, AVERAGE RISK 1.0-3.0, HIGH RISK >3.0 (BUT <10). | | Calcium, Total | 8.6 | mg/dL | 8.4 | 10.2 | nan | nan | | Chloride | 96.0 | mEq/L | 96.0 | 108.0 | nan | nan | | Creatinine | 4.1 | mg/dL | 0.4 | 1.1 | abnormal | nan | | Estimated GFR (MDRD equation) | nan | nan | nan | nan | nan | Using this patient's age, gender, and serum creatinine value of 4.1,. Estimated GFR = 11 if non African-American (mL/min/1.73 m2). Estimated GFR = 14 if African-American (mL/min/1.73 m2). For comparison, mean GFR for age group 50-59 is 93 (mL/min/1.73 m2). GFR<60 = Chronic Kidney Disease, GFR<15 = Kidney Failure. | | Magnesium | 1.8 | mg/dL | 1.6 | 2.6 | nan | nan | | Phosphate | 3.7 | mg/dL | 2.7 | 4.5 | nan | nan | | Potassium | 2.8 | mEq/L | 3.3 | 5.1 | abnormal | ___ | | Sodium | 138.0 | mEq/L | 133.0 | 145.0 | nan | nan | | Urea Nitrogen | 17.0 | mg/dL | 6.0 | 20.0 | nan | nan | | Vancomycin | 122.4 | ug/mL | 10.0 | 20.0 | abnormal | ___ | | INR(PT) | 1.4 | nan | 0.9 | 1.1 | abnormal | nan | | PT | 15.5 | sec | 10.4 | 13.4 | abnormal | nan | | PTT | 63.5 | sec | 22.0 | 35.0 | abnormal | ___ | ## Microbiology Test Events [2124-08-27 13:54:00] - Test_Name: Blood Culture, Routine - Dilution_Text: nan - Interpretation: nan - Comments: NO GROWTH. - Ab_Name: nan ## Labotary Test Events [2124-08-27 13:56:00] - Item_Name: Lactate - Valuenum: 1.6 - Valueuom: mmol/L - Ref_Range_Lower: 0.5 - Ref_Range_Upper: 2.0 - Flag: nan - Comments: nan ## Provider Order Entry [2124-08-27 14:27:45] | Order_Type | Order_Subtype | | ------ | ------ | | Radiology | General Xray | | Radiology | General Xray | | Radiology | Ultrasound | | Radiology | Noninvasive Vascular | | Lab | nan | | Radiology | Ultrasound | | Radiology | Noninvasive Vascular | | Radiology | Ultrasound | ## Microbiology Test Events [2124-08-27 14:50:00] - Test_Name: Blood Culture, Routine - Dilution_Text: nan - Interpretation: nan - Comments: NO GROWTH. - Ab_Name: nan ## Radiology Examinations [2124-08-27 14:51:00] | Note_Type | Exam_Name | Text | | ------ | ------ | ------ | | RR | ['KNEE (AP, LAT & OBLIQUE) RIGHT'] | INDICATION: ___ female with postoperative fever, and history of septic arthritis. FINDINGS: Three views of the right knee are reviewed and compared to multiple priors, most recently ___. Right total knee arthroplasty with metallic femoral and tibial components is unchanged. There is no sign of hardware- related complication. Small osseous fragments in the region of the resected patella are stable. There is no soft tissue gas. There is no new osseous erosion, or lucent or sclerotic bony lesion. Surgical staples now seen in the anterior knee soft tissues. IMPRESSION: Unchanged appearance of right total knee arthroplasty. | | RR | ['CHEST (PA & LAT)'] | HISTORY: Right knee inflammation and fever. COMPARISON: ___. FINDINGS: PA and lateral views of the chest in upright position demonstrates situs inversus with right-sided aortic arch, right-sided cardiac apex and right-sided stomach. There is no pneumothorax, consolidation, or pleural effusion. The pulmonary vasculature is normal. Surgical clips at the GE junction are again seen. The osseous structures are unremarkable. Right-sided PICC with the tip at the superior SVC. IMPRESSION: No acute cardiopulmonary process. Situs inversus as described above. | | RR | ['UNILAT LOWER EXT VEINS RIGHT'] | HISTORY: Fever, calf and leg swelling, rule out DVT. COMPARISON: None. FINDINGS: Ultrasound evaluation of the right lower extremity deep venous system using grayscale, color, and pulse wave Doppler reveals the veins to be fully compressible with normal color flow, Doppler waveforms, augmentation, and respiratory variation in flow. Edema in the prepatellar soft tissues, but no discrete drainable fluid collection is seen. IMPRESSION: No evidence of DVT involving the right lower extremity. | ## Provider Order Entry [2124-08-27 16:24:00] - Order_Type: Lab - Order_Subtype: nan ## Labotary Test Events [2124-08-27 16:34:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Creatinine | 4.1 | mg/dL | 0.4 | 1.1 | abnormal | nan | | Potassium | 2.4 | mEq/L | 3.3 | 5.1 | abnormal | ___ | | Bacteria | nan | nan | nan | nan | nan | nan | | Bilirubin | nan | mg/dL | nan | nan | nan | nan | | Blood | nan | nan | nan | nan | nan | nan | | Epithelial Cells | 0.0 | #/hpf | nan | nan | nan | nan | | Glucose | nan | mg/dL | nan | nan | nan | nan | | Ketone | nan | mg/dL | nan | nan | nan | nan | | Leukocytes | nan | nan | nan | nan | nan | nan | | Nitrite | nan | nan | nan | nan | nan | nan | | pH | 5.0 | units | 5.0 | 8.0 | nan | nan | | Protein | nan | mg/dL | nan | nan | nan | nan | | RBC | nan | #/hpf | 0.0 | 2.0 | nan | nan | | Specific Gravity | 1.003 | | 1.001 | 1.035 | nan | nan | | Urine Appearance | nan | nan | nan | nan | nan | nan | | Urine Color | nan | nan | nan | nan | nan | nan | | Urobilinogen | nan | mg/dL | 0.2 | 1.0 | nan | nan | | WBC | nan | #/hpf | 0.0 | 5.0 | nan | nan | | Yeast | nan | nan | nan | nan | nan | nan | | Bicarbonate, Urine | nan | mEq/L | nan | nan | nan | LESS THAN 5. | | Chloride, Urine | 21.0 | mEq/L | nan | nan | nan | nan | | Length of Urine Collection | nan | nan | nan | nan | nan | RANDOM. | | Potassium, Urine | 9.0 | mEq/L | nan | nan | nan | nan | | Sodium, Urine | 17.0 | mEq/L | nan | nan | nan | nan | ## Microbiology Test Events [2124-08-27 17:02:00] - Test_Name: URINE CULTURE - Dilution_Text: nan - Interpretation: nan - Comments: MIXED BACTERIAL FLORA ( >= 3 COLONY TYPES), CONSISTENT WITH SKIN AND/OR GENITAL CONTAMINATION. - Ab_Name: nan ## Provider Order Entry [2124-08-27 17:16:49] | Order_Type | Order_Subtype | | ------ | ------ | | Medications | nan | | Radiology | Ultrasound | ## Radiology Examinations [2124-08-27 17:30:00] - Note_Type: RR - Exam_Name: ['RENAL U.S.'] - Text: INDICATION: ___ female with acute renal failure of unknown cause. Please evaluate for obstructive uropathy. FINDINGS: Comparison made to CT study from ___. Right kidney measures 9.6 cm, and left kidney measures 10.4 cm. The kidneys are slightly echogenic, which may relate to medical renal disease. There is no hydronephrosis. There is no evidence of stone or renal mass. Pre-void bladder is unremarkable. IMPRESSION: No hydronephrosis. ## Provider Order Entry [2124-08-27 17:32:13] - Order_Type: Lab - Order_Subtype: nan
EW EMER.
[ "OBSERVATION ADMIT", "EU OBSERVATION", "EW EMER.", "ELECTIVE", "AMBULATORY OBSERVATION", "DIRECT OBSERVATION", "DIRECT EMER.", "SURGICAL SAME DAY ADMISSION" ]
{ "target_key": "admission_type", "metric": "em", "task_type": "decision_making", "task": "admissions", "event": "admissions", "target": "[\"EW EMER.\"]", "label": [ "EW EMER." ] }
4
Given the sequence of events that have occurred in a hospital, please give the next Admissions suggestion for the patiens.
## Patient Demographics [None] - Anchor_Age: 43 - Gender: F ## Transfers [2152-01-13 14:20:00] - Eventtype: ED - Careunit: Emergency Department ## EDstays [2152-01-13 14:20:00] - Gender: F - Race: WHITE ## Triage [2152-01-13 14:20:01] - Temperature: 99.6 - Heartrate: 97.0 - Resprate: 18.0 - O2Sat: 100.0 - Sbp: 128.0 - Dbp: 59.0 - Pain: 10 - Acuity: 2.0 - Chiefcomplaint: Abd pain, Transfer, Appendicitis ## Provider Order Entry [2152-01-13 14:26:21] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Blood Bank | Blood tests | | Lab | nan | | Lab | nan | | Lab | nan | | Lab | nan | ## Vitalsign [2152-01-13 14:43:00] - Temperature: nan - Heartrate: nan - Resprate: nan - O2Sat: nan - Sbp: nan - Dbp: nan - Pain: 10 - Rhythm: nan ## Provider Order Entry [2152-01-13 14:52:07] | Order_Type | Order_Subtype | | ------ | ------ | | Medications | nan | | General Care | Other | | IV therapy | IV fluids | | Medications | nan | | Medications | nan | ## Pyxis [2152-01-13 15:16:00] | Name | | ------ | | Morphine | | Ondansetron | | Ondansetron | ## Electronic Medicine Administration Record [2152-01-13 15:20:00] | Medication | Event_Txt | | ------ | ------ | | Morphine Sulfate | Administered | | Ondansetron | Administered | | nan | Administered | ## Vitalsign [2152-01-13 15:25:00] - Temperature: nan - Heartrate: nan - Resprate: nan - O2Sat: nan - Sbp: nan - Dbp: nan - Pain: 10 - Rhythm: nan ## Microbiology Test Events [2152-01-13 15:36:00] - Test_Name: Blood Culture, Routine - Dilution_Text: nan - Interpretation: nan - Comments: NO GROWTH. - Ab_Name: nan ## Vitalsign [2152-01-13 15:40:00] - Temperature: nan - Heartrate: nan - Resprate: nan - O2Sat: nan - Sbp: nan - Dbp: nan - Pain: 9 - Rhythm: nan ## Microbiology Test Events [2152-01-13 15:43:00] - Test_Name: Blood Culture, Routine - Dilution_Text: nan - Interpretation: nan - Comments: NO GROWTH. - Ab_Name: nan ## Labotary Test Events [2152-01-13 15:59:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Lactate | 1.6 | mmol/L | 0.5 | 2.0 | nan | GREEN TOP. | | HCG, Urine, Qualitative | nan | +/- | nan | nan | nan | NEGATIVE. FOR QUANTITATION OF POSITIVES, SEND SERUM FOR HCG. | | Length of Urine Collection | nan | nan | nan | nan | nan | RANDOM. | | Length of Urine Collection | nan | nan | nan | nan | nan | RANDOM. | | Urine tube, held | nan | nan | nan | nan | nan | ___ | | Bacteria | nan | nan | nan | nan | nan | NONE. | | Bilirubin | nan | mg/dL | nan | nan | nan | NEG. | | Blood | nan | nan | nan | nan | nan | SM . | | Epithelial Cells | nan | #/hpf | nan | nan | nan | <1. | | Glucose | nan | mg/dL | nan | nan | nan | NEG. | | Ketone | 10.0 | mg/dL | nan | nan | nan | nan | | Leukocytes | nan | nan | nan | nan | nan | NEG. | | Nitrite | nan | nan | nan | nan | nan | NEG. | | pH | 7.0 | units | 5.0 | 8.0 | nan | nan | | Protein | 30.0 | mg/dL | nan | nan | nan | nan | | RBC | 7.0 | #/hpf | 0.0 | 2.0 | abnormal | nan | | Specific Gravity | nan | | 1.001 | 1.035 | nan | >1.050*. | | Urine Appearance | nan | nan | nan | nan | nan | Clear. | | Urine Color | nan | nan | nan | nan | nan | Yellow. | | Urine Mucous | nan | nan | nan | nan | nan | RARE. | | Urobilinogen | nan | mg/dL | 0.2 | 1.0 | nan | NEG. | | WBC | 2.0 | #/hpf | 0.0 | 5.0 | nan | nan | | Yeast | nan | nan | nan | nan | nan | nan | ## Pyxis [2152-01-13 17:03:00] - Name: Ampicillin-Sulbactam ## Electronic Medicine Administration Record [2152-01-13 17:05:00] - Medication: Ampicillin-Sulbactam - Event_Txt: Administered ## Vitalsign [2152-01-13 17:11:00] - Temperature: 102.0 - Heartrate: 102.0 - Resprate: 18.0 - O2Sat: 99.0 - Sbp: 116.0 - Dbp: 54.0 - Pain: 5 - Rhythm: nan ## Provider Order Entry [2152-01-13 17:15:53] - Order_Type: Medications - Order_Subtype: nan ## Pyxis [2152-01-13 17:29:00] - Name: Acetaminophen ## Electronic Medicine Administration Record [2152-01-13 17:31:00] - Medication: Acetaminophen - Event_Txt: Administered ## Vitalsign [2152-01-13 18:26:00] | Temperature | Heartrate | Resprate | O2Sat | Sbp | Dbp | Pain | Rhythm | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | nan | 94.0 | 16.0 | 98.0 | 105.0 | 50.0 | 5 | nan | | nan | 87.0 | 16.0 | 97.0 | nan | nan | asleep | nan | | 98.9 | 81.0 | 17.0 | 97.0 | 101.0 | 46.0 | 5-6 | nan | ## Pyxis [2152-01-13 19:19:00] - Name: Morphine ## Electronic Medicine Administration Record [2152-01-13 19:22:00] - Medication: Morphine Sulfate - Event_Txt: Administered
EW EMER.
[ "DIRECT EMER.", "OBSERVATION ADMIT", "ELECTIVE", "SURGICAL SAME DAY ADMISSION", "EU OBSERVATION", "EW EMER.", "DIRECT OBSERVATION", "AMBULATORY OBSERVATION" ]
{ "target_key": "admission_type", "metric": "em", "task_type": "decision_making", "task": "admissions", "event": "admissions", "target": "[\"EW EMER.\"]", "label": [ "EW EMER." ] }
5
Given the sequence of events that have occurred in a hospital, please give the next Admissions suggestion for the patiens.
## Patient Demographics [None] - Anchor_Age: 85 - Gender: M ## Discharge [2162-01-02 00:00:00] - Note_Type: DS - Text: Name: ___ Unit No: ___ Admission Date: ___ Discharge Date: ___ Date of Birth: ___ Sex: M Service: MEDICINE Allergies: Penicillins / prednisone / nitroglycerin / Cortisone Attending: ___. Chief Complaint: hematuria, dysuria Major Surgical or Invasive Procedure: - Cystoscopically-assisted Foley catheter placement History of Present Illness: ___ with CAD s/p CABG with AVR, HTN, CKD baseline (cr 2.2), BPH, recurrent UTI ___ urinary obstruction, BPH s/p recent TURP presenting from nursing home with hematuria and dysuria. Of note, the patient is a very poor historian, and has difficulty asnwering questions. He states that he has not been able to urinate as of recently and has had pain with urination. He was seen by Urology today in the ED, who placed a Foley for relief of urinary retention. Per their documentation, the placement of this catheter was rather traumatic, with resistance noted at approximately the prostatic urethra, likely related to a false passage. Ultimately, Foley was placed via cystoscopic guidance, and blood-tinged urine was drained. His bladder was irrigated with 2L NS, and the catheter was left in place. During the irrigation process, he did have passage of a small amount of clot. Now, the patient complains of weakness. In the ED, initial vs were: 6 97.8 59 159/87 14 99%RA. Labs were notable for Hct 29.3 (baseline 32), potassium 4.8, Creatine 2.5 (baseline ~2.1), and a very dirty urine. He was seen by Urology for placement of Foley (as above), and was started on Cipro for treatment of presumed UTI. He was admitted to medicine for monitoring. On the floor, he had no complaints. Past Medical History: - BPH w/ urinary retention and chronic indwelling catheter now s/p Transurethral resection of prostate. - CAD s/p CABG w/ AVR - psychiatric d/o NOS, - hx recurrent UTI (requiring 2wks course Ertapenem in ___ and ___. - Vitamin D deficiency - GOUT - GERD - HTN - diastrolic CHF with EF 55% - Seizure disorder Social History: ___ Family History: Per the patient, no family history of bladder, prostate, or renal disease. Physical Exam: ADMISSION PHYSICAL EXAM: Vitals: 98.1, 148/58, 60, 18, 98%RA General: NAD, confused HEENT: Sclera anicteric, mucus membranes dry Neck: supple Lungs: CTAB, no wheezes, rales, ronchi CV: RRR, normal S1 + S2, ___ systolic murmur heard throughout precordium Abdomen: soft, non-distended, tender to palpation in the suprapubic region, bowel sounds present but diminished, no guarding Ext: Warm, well perfused, 2+ pulses, no clubbing, cyanosis or edema Neuro: A+Ox2 (self, date), CN ___ grossly intact DISCHARGE PHYSICAL EXAM: Vitals: 97.3, 130/80 (SBP 130-188), 64, 20, 99%RA General: NAD, confused, pleasant HEENT: Sclera anicteric Neck: supple Lungs: CTAB, no wheezes, rales, ronchi CV: RRR, normal S1 + S2, ___ systolic murmur heard throughout precordium Abdomen: soft, non-distended, non-tender to palpation, bowel sounds present but diminished, no guarding GU: urine in Foley bag cloudy, light pink with no clots Ext: Warm, well perfused, 2+ pulses, no clubbing, cyanosis or edema Neuro: A+Ox2 (self, date), CN ___ grossly intact Pertinent Results: ADMISSION LABS: ___ 10:10PM URINE HOURS-RANDOM UREA N-258 CREAT-42 SODIUM-38 POTASSIUM-28 CHLORIDE-44 ___ 10:10PM URINE OSMOLAL-248 ___ 03:04PM WBC-6.1 RBC-2.89* HGB-9.0* HCT-28.3* MCV-98 MCH-31.2 MCHC-31.9 RDW-14.8 ___ 07:37AM K+-4.8 ___ 06:00AM GLUCOSE-103* UREA N-46* CREAT-2.5* SODIUM-140 POTASSIUM-5.7* CHLORIDE-111* TOTAL CO2-20* ANION GAP-15 ___ 06:00AM WBC-6.0 RBC-2.99* HGB-9.3* HCT-29.3* MCV-98 MCH-31.2 MCHC-31.8 RDW-14.9 MICRO: - URINE CULTURE (Preliminary): MIXED BACTERIAL FLORA ( >= 3 COLONY TYPES), CONSISTENT WITH SKIN AND/OR GENITAL CONTAMINATION. WORK-UP REQUESTED BY ___ ___ ___. GRAM POSITIVE COCCUS(COCCI). >100,000 ORGANISMS/ML.. ESCHERICHIA COLI. ___. PRESUMPTIVE IDENTIFICATION. CORYNEBACTERIUM SPECIES (DIPHTHEROIDS). ~3000/ML. IMAGING: - CXR (___): IMPRESSION: AP chest compared to ___: PICC line ends in the left axilla, far from the left axillary or subclavian veins. The patient has had median sternotomy and AVR. Opacification of the base of the left lung could be pneumonia. Conventional radiography recommended if feasible. Right lung clear. Heart mildly enlarged. No pulmonary edema. - CXR (___): FINDINGS: In comparison with the study of ___, there has been almost complete clearing of the opacification in the retrocardiac region. The residual most likely represents atelectatic change. No evidence of vascular congestion and the right lung is clear. Intact sternal wires are again seen and there is mild tortuosity of the aorta. DISCHARGE LABS: ___ 07:50AM BLOOD WBC-4.9 RBC-2.96* Hgb-9.7* Hct-28.7* MCV-97 MCH-32.8* MCHC-33.8 RDW-15.2 Plt ___ ___ 07:50AM BLOOD Glucose-97 UreaN-39* Creat-2.1* Na-139 K-4.2 Cl-110* HCO3-19* AnGap-14 ___ 07:50AM BLOOD Calcium-8.4 Phos-3.3 Mg-2.___ with CAD s/p CABG with AVR, HTN, CKD baseline (cr 2.2), BPH, recurrent UTI ___ urinary obstruction, BPH s/p recent TURP presenting from nursing home with hematuria and dysuria. # UTI bacterial: He presents from the nursing home with hematuria and dysuria, and UA in the ED was grossly positive. Although our culture data was only consistent with mixed flora, the records from his nursing home suggest E. coli UTI, with numerous resistances. On the day or admission he received a dose of ertapenem at the nursing home, which may explain why our culture results are not consistent with those from the nursing home. Here, he was treated with meropenem and linezolid, based on current and prior culture data. Of note, he was experiencing some urinary retention and had a rather traumatic Foley catheter placed via urology, ultimately requiring cystocopic guidance. Per the instructions of Urology, this is to remain in place for 2 weeks, at which point he should be seen by Urology as an outpatient. Due to the ongoing hematuria, while hospitalized this Foley was flushed with saline every 4 hours, with good effect. # Metabolic Encephalopathy: Noted to be confused on admission, with difficulty answering questions and with some speech difficulties as well. This improved with treatment of his UTI. # Acute renal failure, on CKD: On admission his Creatinine was 2.5, with a baseline of 2.1. FeNa was consistent with pre-renal etiology. He was encouraged to drink and all meds were renally dosed. His Creatinine prior to discharge was downtrending. # BPH: History of BPH, s/p TURP in ___. Following TURP his urethra was reported to be widely patent, however Foley placement by urology was very difficult. Foley was maintained to assist in management of potential urinary obstruction, and he was continued on finasteride and tamsulosin. # Anemia: Baseline Hct appears to be approximately 32. Likely acute blood-loss anemia given recent hematuria. His crit remained stable during this admission, and he did not require any blood transfusions. Prior to discharge his hematuria had improved significantly. CHRONIC ISSUES: # Seizure disorder: He has not been on keppra at his nursing home for unclear reasons. While he was hospitalized, his medications were adjusted so as to minimized alteration in the seizure threshold. We attempted to clarify why this medication has been discontinued as an outpatient but were unable. # HTN, benign: Normotensive on throughout this stay. He was maintained on amlodipine, metoprolol. # CAD s/p CABG w/ AVR: No active issues on this admission. He was maintained on statin, metoprolol. Aspirin was held # HL: No active issues on this admission. He was maintained on atorvastatin. # GERD: No active issues on this admission. He was maintained on omeprazole. # CONSTIPATION: No active issues on this admission. He was maintained on mirilax, Docusate. # GOUT: No active issues on this admission. He was maintained on allopurinol. TRANSITIONAL ISSUES: - Will need a 10 day course of antibiotics for treatment of UTI (through ___ - Unclear why Keppra was discontinued as an outpatient. We attempted to contact his listed PCP, and the attending who rounds at ___, but were not able to contact them to determine why this was stopped. It may be necessary to restart this medication, and we will defer this decision to his outpatient doctors. - follow up with urology Medications on Admission: The Preadmission Medication list is accurate and complete. 1. Bacitracin Ointment 1 Appl TP QID urethral meatus pain 2. Acetaminophen 650 mg PO Q6H:PRN pain 3. Allopurinol ___ mg PO DAILY 4. Amlodipine 10 mg PO DAILY 5. Aspirin 81 mg PO DAILY 6. Atorvastatin 40 mg PO HS 7. Calcium Acetate 667 mg PO DAILY 8. Docusate Sodium 100 mg PO BID 9. Finasteride 5 mg PO DAILY 10. Florastor *NF* (saccharomyces boulardii) 250 mg Oral BID 11. melatonin *NF* 3 mg Oral QHS 12. Metoprolol Succinate XL 100 mg PO DAILY 13. Omeprazole 20 mg PO DAILY 14. Polyethylene Glycol 17 g PO DAILY 15. Tamsulosin 0.8 mg PO HS 16. Oxybutynin 5 mg PO TID bladder spasms STOP THIS MEDICATION ___ or 24 hours before planned trial of void. 17. ertapenem *NF* 500 mg Injection daily through ___ Discharge Medications: 1. Acetaminophen 650 mg PO Q6H:PRN pain 2. Allopurinol ___ mg PO DAILY 3. Amlodipine 10 mg PO DAILY 4. Atorvastatin 40 mg PO HS 5. Calcium Acetate 667 mg PO DAILY 6. Docusate Sodium 100 mg PO BID 7. Finasteride 5 mg PO DAILY 8. Metoprolol Succinate XL 100 mg PO DAILY 9. Omeprazole 20 mg PO DAILY 10. Polyethylene Glycol 17 g PO DAILY 11. Tamsulosin 0.8 mg PO HS 12. Linezolid ___ mg PO Q12H 13. Meropenem 500 mg IV Q8H 14. Aspirin 81 mg PO DAILY 15. Bacitracin Ointment 1 Appl TP QID urethral meatus pain 16. Florastor *NF* (saccharomyces boulardii) 250 mg Oral BID 17. melatonin *NF* 3 mg Oral QHS 18. Oxybutynin 5 mg PO TID bladder spasms Discharge Disposition: Extended Care Facility: ___ ___ Diagnosis: Primary: Urinary tract infection, metabolic encephalopathy, benign prostatic hypertrophy Secondary: coronary artery disease, hypertension, hyperlipidemia, gastroesophageal reflux disorder, gout, chronic diastolic congestive heart failure Discharge Condition: Mental Status: Confused - always. Level of Consciousness: Alert and interactive. Activity Status: Out of Bed with assistance to chair or wheelchair. Discharge Instructions: Dear Mr. ___, It was a pleasure taking care of you at ___ ___. You were admitted for evaluation and treatment of your UTI. While you were here you had a Foley catheter placed to assist in the drainage of urine from your bladder. The placement of this catheter was somewhat difficult and traumatic. The Urologists ultimately needed to use a cystoscopy to assist in the placement of this device. You tolerated this well. You were treated with IV and oral antibiotics, and you will need to continue to take these medications for a total course of 10 days (through ___. Additionally, you will need to keep the Foley catheter in place for 2 weeks, until you are able to see Dr. ___. Followup Instructions: ___ ## Transfers [2162-08-22 12:26:00] - Eventtype: ED - Careunit: Emergency Department ## EDstays [2162-08-22 12:26:00] - Gender: M - Race: WHITE ## Triage [2162-08-22 12:26:01] - Temperature: 97.6 - Heartrate: 55.0 - Resprate: 20.0 - O2Sat: 99.0 - Sbp: 130.0 - Dbp: 64.0 - Pain: 0 - Acuity: 3.0 - Chiefcomplaint: Hyperkalemia ## Microbiology Test Events [2162-08-22 12:30:00] - Test_Name: Blood Culture, Routine - Dilution_Text: nan - Interpretation: nan - Comments: NO GROWTH. - Ab_Name: nan ## Provider Order Entry [2162-08-22 12:36:03] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Lab | nan | ## Labotary Test Events [2162-08-22 12:45:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Basophils | 0.4 | % | 0.0 | 2.0 | nan | nan | | Eosinophils | 1.4 | % | 0.0 | 4.0 | nan | nan | | Hematocrit | 32.8 | % | 40.0 | 52.0 | abnormal | nan | | Hemoglobin | 10.2 | g/dL | 14.0 | 18.0 | abnormal | nan | | Lymphocytes | 17.9 | % | 18.0 | 42.0 | abnormal | nan | | MCH | 32.3 | pg | 27.0 | 32.0 | abnormal | nan | | MCHC | 31.2 | % | 31.0 | 35.0 | nan | nan | | MCV | 104.0 | fL | 82.0 | 98.0 | abnormal | VERIFIED. | | Monocytes | 5.0 | % | 2.0 | 11.0 | nan | nan | | Neutrophils | 75.3 | % | 50.0 | 70.0 | abnormal | nan | | Platelet Count | 238.0 | K/uL | 150.0 | 440.0 | nan | nan | | RDW | 14.8 | % | 10.5 | 15.5 | nan | nan | | Red Blood Cells | 3.17 | m/uL | 4.6 | 6.2 | abnormal | nan | | White Blood Cells | 7.1 | K/uL | 4.0 | 11.0 | nan | nan | | Blue Top Hold | nan | nan | nan | nan | nan | ___ | | Bacteria | nan | nan | nan | nan | nan | FEW. | | Bilirubin | nan | mg/dL | nan | nan | nan | NEG. | | Blood | nan | nan | nan | nan | nan | MOD. | | Epithelial Cells | 0.0 | #/hpf | nan | nan | nan | nan | | Glucose | nan | mg/dL | nan | nan | nan | NEG. | | Ketone | nan | mg/dL | nan | nan | nan | NEG. | | Leukocytes | nan | nan | nan | nan | nan | LG. | | Nitrite | nan | nan | nan | nan | nan | NEG. | | pH | 6.5 | units | 5.0 | 8.0 | nan | nan | | Protein | 300.0 | mg/dL | nan | nan | nan | nan | | RBC | 131.0 | #/hpf | 0.0 | 2.0 | abnormal | nan | | Specific Gravity | 1.017 | | 1.001 | 1.035 | nan | nan | | Urine Appearance | nan | nan | nan | nan | nan | Cloudy. | | Urine Color | nan | nan | nan | nan | nan | Orange. | | Urobilinogen | nan | mg/dL | 0.2 | 1.0 | nan | NEG. | | WBC | nan | #/hpf | 0.0 | 5.0 | nan | >182*. | | Yeast | nan | nan | nan | nan | nan | nan | | Anion Gap | 19.0 | mEq/L | 8.0 | 20.0 | nan | nan | | Bicarbonate | 12.0 | mEq/L | 22.0 | 32.0 | abnormal | ___ | | Chloride | 113.0 | mEq/L | 96.0 | 108.0 | abnormal | nan | | Creatinine | 4.5 | mg/dL | 0.5 | 1.2 | abnormal | nan | | Estimated GFR (MDRD equation) | nan | nan | nan | nan | nan | Using this patient's age, gender, and serum creatinine value of 4.5,. Estimated GFR = 12 if non African-American (mL/min/1.73 m2). Estimated GFR = 15 if African-American (mL/min/1.73 m2). For comparison, mean GFR for age group 70+ is 75 (mL/min/1.73 m2). GFR<60 = Chronic Kidney Disease, GFR<15 = Kidney Failure. | | Glucose | 120.0 | mg/dL | 70.0 | 100.0 | abnormal | IF FASTING, 70-100 NORMAL, >125 PROVISIONAL DIABETES. | | Potassium | 5.9 | mEq/L | 3.3 | 5.1 | abnormal | nan | | Sodium | 138.0 | mEq/L | 133.0 | 145.0 | nan | nan | | Urea Nitrogen | 86.0 | mg/dL | 6.0 | 20.0 | abnormal | nan | ## Provider Order Entry [2162-08-22 12:53:44] - Order_Type: Lab - Order_Subtype: nan ## Labotary Test Events [2162-08-22 12:56:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Lactate | 1.2 | mmol/L | 0.5 | 2.0 | nan | nan | | Potassium, Whole Blood | 5.8 | mEq/L | 3.3 | 5.1 | abnormal | nan | | Length of Urine Collection | nan | nan | nan | nan | nan | RANDOM. | | Urine tube, held | nan | nan | nan | nan | nan | ___ | | Chloride, Urine | 58.0 | mEq/L | nan | nan | nan | nan | | Creatinine, Urine | 67.0 | mg/dL | nan | nan | nan | nan | | Length of Urine Collection | nan | nan | nan | nan | nan | RANDOM. | | Osmolality, Urine | 380.0 | mOsm/kg | nan | nan | nan | nan | | Potassium, Urine | 30.0 | mEq/L | nan | nan | nan | nan | | Sodium, Urine | 72.0 | mEq/L | nan | nan | nan | nan | | Uhold | nan | nan | nan | nan | nan | ___ | ## Microbiology Test Events [2162-08-22 13:00:00] - Test_Name: URINE CULTURE - Dilution_Text: nan - Interpretation: nan - Comments: nan - Ab_Name: nan ## Provider Order Entry [2162-08-22 13:14:02] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Lab | nan | | Lab | nan | ## Medrecon [2162-08-22 13:39:00] | Name | Atc Type | | ------ | ------ | | acetaminophen [Tylenol] | paracetamol | | allopurinol | None | | amlodipine | amlodipine | | aspirin [Aspir-81] | acetylsalicylic acid | | aspirin [Aspir-81] | acetylsalicylic acid | | atorvastatin | atorvastatin | | calcium carbonate [Calcium 500] | calcium compounds | | finasteride | nan | | levetiracetam | levetiracetam | | melatonin | melatonin | | melatonin | melatonin | | metoprolol succinate [Toprol XL] | nan | | omeprazole | omeprazole | | saccharomyces boulardii [Florastor] | nan | | tamsulosin | tamsulosin | ## Microbiology Test Events [2162-08-22 13:40:00] - Test_Name: Blood Culture, Routine - Dilution_Text: nan - Interpretation: nan - Comments: NO GROWTH. - Ab_Name: nan ## Pyxis [2162-08-22 14:32:00] | Name | | ------ | | Lidocaine Jelly 2% (Urojet) | | Lidocaine Jelly 2% (Urojet) | ## Vitalsign [2162-08-22 14:56:00] - Temperature: nan - Heartrate: 54.0 - Resprate: 16.0 - O2Sat: 94.0 - Sbp: 120.0 - Dbp: 59.0 - Pain: 0 - Rhythm: nan ## Provider Order Entry [2162-08-22 15:35:52] | Order_Type | Order_Subtype | | ------ | ------ | | Medications | nan | | Medications | nan |
EW EMER.
[ "DIRECT EMER.", "SURGICAL SAME DAY ADMISSION", "DIRECT OBSERVATION", "AMBULATORY OBSERVATION", "EW EMER.", "ELECTIVE", "EU OBSERVATION", "OBSERVATION ADMIT" ]
{ "target_key": "admission_type", "metric": "em", "task_type": "decision_making", "task": "admissions", "event": "admissions", "target": "[\"EW EMER.\"]", "label": [ "EW EMER." ] }
6
Given the sequence of events that have occurred in a hospital, please give the next Admissions suggestion for the patiens.
## Patient Demographics [None] - Anchor_Age: 61 - Gender: F ## Procedures on International Classification of Diseases [2181-08-18 00:00:00] - Procedures: Laparoscopic appendectomy - Ccs Type: Appendectomy ## Transfers [2181-08-18 07:13:00] - Eventtype: ED - Careunit: Emergency Department ## EDstays [2181-08-18 07:13:00] - Gender: F - Race: WHITE ## Triage [2181-08-18 07:13:01] - Temperature: 97.6 - Heartrate: 77.0 - Resprate: 18.0 - O2Sat: 100.0 - Sbp: 152.0 - Dbp: 95.0 - Pain: 7 - Acuity: 3.0 - Chiefcomplaint: ABD PAIN ## Medrecon [2181-08-18 07:28:00] | Name | Atc Type | | ------ | ------ | | hyoscyamine sulfate | None | | nortriptyline | nan | ## Provider Order Entry [2181-08-18 07:35:54] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Lab | nan | | Radiology | Ultrasound | | Lab | nan | ## Medrecon [2181-08-18 07:40:00] | Name | Atc Type | | ------ | ------ | | lisinopril | lisinopril | | aspirin | nan | | aspirin | nan | | simvastatin | simvastatin | | VSL#3 | nan | | magnesium | paracetamol, combinations excl. psycholeptics | | multivitamin | None | | Vitamin D3 | colecalciferol | ## Labotary Test Events [2181-08-18 07:44:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Light Green Top Hold | nan | nan | nan | nan | nan | HOLD. | | Alanine Aminotransferase (ALT) | 19.0 | IU/L | 0.0 | 40.0 | nan | nan | | Albumin | 4.2 | g/dL | 3.5 | 5.2 | nan | nan | | Alkaline Phosphatase | 57.0 | IU/L | 35.0 | 105.0 | nan | nan | | Anion Gap | 12.0 | mEq/L | 8.0 | 20.0 | nan | nan | | Asparate Aminotransferase (AST) | 19.0 | IU/L | 0.0 | 40.0 | nan | nan | | Bicarbonate | 28.0 | mEq/L | 22.0 | 32.0 | nan | nan | | Bilirubin, Total | 0.5 | mg/dL | 0.0 | 1.5 | nan | nan | | Chloride | 102.0 | mEq/L | 96.0 | 108.0 | nan | nan | | Creatinine | 0.6 | mg/dL | 0.4 | 1.1 | nan | nan | | Estimated GFR (MDRD equation) | nan | nan | nan | nan | nan | Using this patient's age, gender, and serum creatinine value of 0.6,. Estimated GFR = >75 if non African-American (mL/min/1.73 m2). Estimated GFR = >75 if African-American (mL/min/1.73 m2). For comparison, mean GFR for age group 50-59 is 93 (mL/min/1.73 m2). GFR<60 = Chronic Kidney Disease, GFR<15 = Kidney Failure. | | Glucose | 127.0 | mg/dL | 70.0 | 100.0 | abnormal | IF FASTING, 70-100 NORMAL, >125 PROVISIONAL DIABETES. | | Lipase | 26.0 | IU/L | 0.0 | 60.0 | nan | nan | | Potassium | 4.1 | mEq/L | 3.3 | 5.1 | nan | nan | | Sodium | 138.0 | mEq/L | 133.0 | 145.0 | nan | nan | | Urea Nitrogen | 16.0 | mg/dL | 6.0 | 20.0 | nan | nan | | Basophils | 1.0 | % | 0.0 | 2.0 | nan | nan | | Eosinophils | 1.6 | % | 0.0 | 4.0 | nan | nan | | Hematocrit | 42.0 | % | 36.0 | 48.0 | nan | nan | | Hemoglobin | 14.2 | g/dL | 12.0 | 16.0 | nan | nan | | Lymphocytes | 11.4 | % | 18.0 | 42.0 | abnormal | nan | | MCH | 31.8 | pg | 27.0 | 32.0 | nan | nan | | MCHC | 33.8 | % | 31.0 | 35.0 | nan | nan | | MCV | 94.0 | fL | 82.0 | 98.0 | nan | nan | | Monocytes | 4.1 | % | 2.0 | 11.0 | nan | nan | | Neutrophils | 82.0 | % | 50.0 | 70.0 | abnormal | nan | | Platelet Count | 384.0 | K/uL | 150.0 | 440.0 | nan | nan | | RDW | 12.2 | % | 10.5 | 15.5 | nan | nan | | Red Blood Cells | 4.46 | m/uL | 4.2 | 5.4 | nan | nan | | White Blood Cells | 13.7 | K/uL | 4.0 | 11.0 | abnormal | nan | | Blue Top Hold | nan | nan | nan | nan | nan | ___ | ## Radiology Examinations [2181-08-18 07:44:00] - Note_Type: RR - Exam_Name: ['LIVER OR GALLBLADDER US (SINGLE ORGAN)'] - Text: HISTORY: Right upper quadrant tenderness with history of IBS. TECHNIQUE: Grayscale abdominal ultrasound images of the abdomen were obtained. COMPARISON: None. FINDINGS: Liver: Homogeneous echotexture without focal liver lesions. No intra or extrahepatic biliary dilatation. The CBD measures 2 mm. The main portal vein is patent with hepatopetal flow. Gallbladder: Normal without evidence of stones, pericholecystic fluid or gallbladder wall edema. Pancreas: Unremarkable, although the tail is not well seen due to overlying bowel gas. Aorta: Normal in caliber without evidence of aneurysmal dilatation. IVC: Visualized portions are normal. Spleen: 10.8 cm which is a normal size, with a homogeneous echotexture. Kidneys: In the right mid kidney, a 4 mm echogenic focus without distal shadowing is noted adjacent to a hypoechoic region, likely calcification within a calyceal diverticulum. The kidneys are otherwise normal in size without masses, hydronephrosis or additional renal calculi. Misc: No ascites. IMPRESSION: 1. No evidence of acute cholecystitis or cholelithiasis. 2. No free fluid. 3. Small 4 mm calcification likely within a calyceal diverticulum in the right mid kidney. No hydronephrosis. ## Labotary Test Events [2181-08-18 07:52:00] - Item_Name: Lactate - Valuenum: 1.9 - Valueuom: mmol/L - Ref_Range_Lower: 0.5 - Ref_Range_Upper: 2.0 - Flag: nan - Comments: GREENTOP. ## Provider Order Entry [2181-08-18 08:07:19] | Order_Type | Order_Subtype | | ------ | ------ | | General Care | Other | | Radiology | Ultrasound | ## Radiology Examinations [2181-08-18 09:10:00] - Note_Type: RR - Exam_Name: ['-76 BY SAME PHYSICIAN', 'US APPENDIX'] - Text: HISTORY: Right upper quadrant and right lower quadrant pain. Assess for appendicitis. COMPARISON: None. TECHNIQUE: Grayscale and color abdominal ultrasound images of the right lower quadrant were obtained. FINDINGS: Focal right lower quadrant ultrasound demonstrates an 8 mm non-compressible tubular blind ending hypoechoic structure within the right lower quadrant with associated mural edema and hyperemia and adjacent echogenic inflamed fat consistent with acute appendicitis. Terminal ileum is unremarkable. No free fluid. The patient had significant pain on compression of this structure. IMPRESSION: Acute appendicitis. No free fluid. ## Provider Order Entry [2181-08-18 09:39:18] | Order_Type | Order_Subtype | | ------ | ------ | | Radiology | CT Scan | | Radiology | CT Scan | | Lab | nan | | Radiology | General Xray | ## Labotary Test Events [2181-08-18 09:52:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | INR(PT) | 1.0 | nan | 0.9 | 1.1 | nan | nan | | PT | 10.8 | sec | 9.4 | 12.5 | nan | nan | | PTT | 32.0 | sec | 25.0 | 36.5 | nan | nan | ## Radiology Examinations [2181-08-18 09:58:00] - Note_Type: RR - Exam_Name: ['CHEST (PA & LAT)'] - Text: HISTORY: Acute appendicitis. COMPARISON: None. TECHNIQUE: PA and views of chest. FINDINGS: The cardiac, mediastinal and hilar contours are normal. Lungs are clear and the pulmonary vasculature is normal. No pleural effusion or pneumothorax is seen. There are no acute osseous abnormalities. IMPRESSION: No acute cardiopulmonary process. ## Provider Order Entry [2181-08-18 09:59:05] | Order_Type | Order_Subtype | | ------ | ------ | | Blood Bank | Blood tests | | Medications | nan | | Medications | nan | | Medications | nan |
EU OBSERVATION
[ "SURGICAL SAME DAY ADMISSION", "EU OBSERVATION", "EW EMER.", "ELECTIVE", "AMBULATORY OBSERVATION", "OBSERVATION ADMIT", "DIRECT OBSERVATION", "DIRECT EMER." ]
{ "target_key": "admission_type", "metric": "em", "task_type": "decision_making", "task": "admissions", "event": "admissions", "target": "[\"EU OBSERVATION\"]", "label": [ "EU OBSERVATION" ] }
7
Given the sequence of events that have occurred in a hospital, please give the next Admissions suggestion for the patiens.
## Patient Demographics [None] - Anchor_Age: 58 - Gender: M ## Online Medical Record [2159-11-18 00:00:00] | Result_Name | Result_Value | | ------ | ------ | | BMI (kg/m2) | 29.5 | | Weight (Lbs) | 230 | | Blood Pressure | 150/90 | | BMI (kg/m2) | 29.1 | | Weight (Lbs) | 227 | | BMI (kg/m2) | 29.5 | | Weight (Lbs) | 230.00 | ## Transfers [2160-01-16 10:17:00] - Eventtype: ED - Careunit: Emergency Department ## EDstays [2160-01-16 10:17:00] - Gender: M - Race: WHITE ## Vitalsign [2160-01-16 10:17:00] - Temperature: 98.2 - Heartrate: 91.0 - Resprate: 20.0 - O2Sat: 100.0 - Sbp: 168.0 - Dbp: 95.0 - Pain: 10 - Rhythm: nan ## Triage [2160-01-16 10:17:01] - Temperature: 98.2 - Heartrate: 91.0 - Resprate: 20.0 - O2Sat: 100.0 - Sbp: 168.0 - Dbp: 95.0 - Pain: 10 - Acuity: 2.0 - Chiefcomplaint: Anxiety, Back pain ## Medrecon [2160-01-16 10:35:00] - Name: ibuprofen - Atc Type: ibuprofen ## Labotary Test Events [2160-01-16 11:07:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Light Green Top Hold | nan | nan | nan | nan | nan | HOLD. | | Absolute Lymphocyte Count | 1.35 | K/uL | 1.2 | 3.7 | nan | nan | | Basophils | 0.6 | % | 0.0 | 1.0 | nan | nan | | Eosinophils | 0.3 | % | 1.0 | 7.0 | abnormal | nan | | Hematocrit | 43.3 | % | 40.0 | 51.0 | nan | nan | | Hemoglobin | 15.2 | g/dL | 13.7 | 17.5 | nan | nan | | Lymphocytes | 18.8 | % | 19.0 | 53.0 | abnormal | nan | | MCH | 29.6 | pg | 26.0 | 32.0 | nan | nan | | MCHC | 35.1 | g/dL | 32.0 | 37.0 | nan | nan | | MCV | 84.0 | fL | 82.0 | 98.0 | nan | nan | | Monocytes | 8.1 | % | 5.0 | 13.0 | nan | nan | | Neutrophils | 71.8 | % | 34.0 | 71.0 | abnormal | nan | | Platelet Count | 240.0 | K/uL | 150.0 | 400.0 | nan | nan | | RDW | 12.6 | % | 10.5 | 15.5 | nan | nan | | Red Blood Cells | 5.13 | m/uL | 4.6 | 6.1 | nan | nan | | White Blood Cells | 7.2 | K/uL | 4.0 | 10.0 | nan | nan | | Absolute Basophil Count | 0.04 | K/uL | 0.01 | 0.08 | nan | nan | | Absolute Eosinophil Count | 0.02 | K/uL | 0.04 | 0.54 | abnormal | nan | | Absolute Monocyte Count | 0.58 | K/uL | 0.2 | 0.8 | nan | nan | | Absolute Neutrophil Count | 5.16 | K/uL | 1.6 | 6.1 | nan | nan | | Immature Granulocytes | 0.4 | % | 0.0 | 0.6 | nan | ___ | | RDW-SD | 38.5 | fL | 35.1 | 46.3 | nan | nan | | Green Top Hold (plasma) | nan | nan | nan | nan | nan | ___ | | Anion Gap | 23.0 | mEq/L | 8.0 | 20.0 | abnormal | nan | | Bicarbonate | 17.0 | mEq/L | 22.0 | 32.0 | abnormal | nan | | Calcium, Total | 10.4 | mg/dL | 8.4 | 10.3 | abnormal | nan | | Chloride | 101.0 | mEq/L | 96.0 | 108.0 | nan | nan | | Creatinine | 0.8 | mg/dL | 0.5 | 1.2 | nan | nan | | Estimated GFR (MDRD equation) | nan | nan | nan | nan | nan | Using this patient's age, gender, and serum creatinine value of 0.8, . estimated GFR (eGFR) is likely >75 mL/min/1.73 m2, . provided the serum creatinine value is stable. . (Patients with more muscle mass and better nutritional status are more . likely to be at the higher end of this range.) . An eGFR < 60 suggests kidney disease in those below the age of 65 . and there may be kidney disease in those over 65.. | | Glucose | 95.0 | mg/dL | 70.0 | 100.0 | nan | If fasting, 70-100 normal, >125 provisional diabetes. | | H | 47.0 | nan | nan | nan | nan | nan | | I | 1.0 | nan | nan | nan | nan | nan | | Magnesium | 2.3 | mg/dL | 1.6 | 2.6 | nan | nan | | Phosphate | 1.5 | mg/dL | 2.7 | 4.5 | abnormal | nan | | Potassium | 4.5 | mEq/L | 3.3 | 5.1 | nan | nan | | Sodium | 136.0 | mEq/L | 133.0 | 145.0 | nan | nan | | Urea Nitrogen | 20.0 | mg/dL | 6.0 | 20.0 | nan | nan | | L | 8.0 | nan | nan | nan | nan | nan | ## Provider Order Entry [2160-01-16 11:08:57] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Lab | nan | ## Medrecon [2160-01-16 11:11:00] | Name | Atc Type | | ------ | ------ | | carbamazepine | None | | carbamazepine | None | | tizanidine | tizanidine | | gabapentin | gabapentin | | hydrocortisone | hydrocortisone | ## Provider Order Entry [2160-01-16 11:21:05] - Order_Type: Medications - Order_Subtype: nan ## Pyxis [2160-01-16 11:32:00] - Name: LORazepam 1mg TAB ## Electronic Medicine Administration Record [2160-01-16 11:33:00] - Medication: Lorazepam - Event_Txt: Administered ## Provider Order Entry [2160-01-16 11:44:59] - Order_Type: Medications - Order_Subtype: nan ## Pyxis [2160-01-16 11:47:00] | Name | | ------ | | LORazepam 2mg/1mL 1mL SYR | | LORazepam 2mg/1mL 1mL SYR | | LORazepam 2mg/1mL 1mL SYR | ## Electronic Medicine Administration Record [2160-01-16 11:48:00] - Medication: Lorazepam - Event_Txt: Administered ## Vitalsign [2160-01-16 11:51:00] - Temperature: 97.7 - Heartrate: 81.0 - Resprate: 18.0 - O2Sat: 100.0 - Sbp: nan - Dbp: nan - Pain: nan - Rhythm: nan
EU OBSERVATION
[ "DIRECT EMER.", "ELECTIVE", "DIRECT OBSERVATION", "OBSERVATION ADMIT", "AMBULATORY OBSERVATION", "EW EMER.", "SURGICAL SAME DAY ADMISSION", "EU OBSERVATION" ]
{ "target_key": "admission_type", "metric": "em", "task_type": "decision_making", "task": "admissions", "event": "admissions", "target": "[\"EU OBSERVATION\"]", "label": [ "EU OBSERVATION" ] }
8
Given the sequence of events that have occurred in a hospital, please give the next Admissions suggestion for the patiens.
## Patient Demographics [None] - Anchor_Age: 71 - Gender: M ## Discharge [2178-10-03 00:00:00] - Note_Type: DS - Text: Name: ___ Unit No: ___ Admission Date: ___ Discharge Date: ___ Date of Birth: ___ Sex: M Service: MEDICINE Allergies: No Known Allergies / Adverse Drug Reactions Attending: ___ Chief Complaint: hematuria Major Surgical or Invasive Procedure: none History of Present Illness: ___ with COPD, CHF, who presented initially with stage IIIB adenocarcinoma of the lung in ___ c/b recurrence in ___ currently on watchful waiting since ___ following radiation and treatment with premetrexed, DVT with filter, presenting with recurrence of hematuria, which was treated 3 weeks ago with 1 week of Cipro.Otherwise asymptomatic. "+mild R flank pain. no fcnvcd" Per ED dashboard. Admitted for concern of UTI/pyelonephritis. . In ER: (Triage Vitals:99.2 108 119/59 16 94% ) Meds Given: IV ceftriaxone . ROS otherwise limited since pt refuses to talk with author. Past Medical History: ONCOLOGIC HISTORY: Stage IIIB adenocarcinoma of the lung -Diagnosed in ___. At that time, he had experienced a TIA and developed slurred speech. During that evaluation, he had a chest CT, which showed a 2.5 cm right upper lobe lesion. He underwent a biopsy of this, which showed anadenocarcinoma. -PET scan on ___ that showed right upper lobe nodules with right hilar and mediastinal lymphadenopathy. -Mediastinoscopy on ___ that revealed stage IIIB disease. In the 4L area, five lymph nodes were removed with no malignancy identified, in the 4R area ___ lymph nodes were positive, and in the 2L area ___ lymph nodes was positive. -Etoposide, cisplatin, XRT on ___. He completed two cycles and XRT on ___. -___ FNA of his right supraclavicular node was positive for metastatic adenocarcinoma. Since he was asymptomatic, systemic chemotherapy was not given, and he was closely followed. -Bilateral supraclavicular nodes enlarged, and he was treated w/ palliative radiation from ___, 200cGy per fraction. -___ CT chest & neck: Enlarged right prevascular lymph node unchanged. Increasing bilateral supraclavicular lymphadenopathy. -___ PET CT: Overall decrease in size and avidity of the supraclavicular lymph nodes when compared to prior. Increased size and avidity of the visualized superior mediastinal node. -___ CT neck: The left supraclavicular node has slightly increased in size measuring 13 mm x 13 mm x 12 mm, previously 10 mm x 11 mm x 9 mm. A small node lateral to this, appears almost fully resolved. The 5.5 mm left medial supraclavicular node is largely unchanged. A 5.5-mm right medial supraclavicular node similar to the counterpart on the left is redemonstrated. The superior mediastinal node measures 22 mm x 20 mm x 20 mm, previously 17 mm x 15 mm x 20 mm. -___ CT chest: There is new mucous impaction of a lingular bronchus. The lungs reveal fibrotic changes medially as well as confluent opacity along the right hilum, both of which are unchanged from the previous study. There is no new or enlarging pulmonary mass. There is no pleural effusion. A moderate-sized pericardial effusion is redemonstrated, having minimally increased from the most recent comparison study. Right paratracheal lymph node is 22 x 21 mm, slightly increased. New 11x10 mm left axillary lymph node. caudal surface of the aortic arch is notable for an irregular outpouching just proximal to the origin of the right subclavian artery. This irregular outpouching has been seen since ___, and though stable in overall size, the component of plaque has decreased and the component of blood pool has increased. No suspicious osseouslesions. -___hronic lung radiation changes and scarring, unchanged from previous exams. New small left upper lobe nodule, no size given. Stable lymphadenopathy, with largest lymph nodes in left axilla and right paratracheal region. -___ Torso/Neck CT: Four lymph nodes are now seen at the site of the previously noted 13 mm lateral supraclavicular lymph node. These measure 9 mm, 5 mm, 9 mm, and 7 mm. A previously noted 5 mm medial left supraclavicular lymph node is stable. Two previously noted right supraclavicular lymph nodes with normal fatty hila are stable, measuring 5 mm and 3 mm, respectively. new enlarged lymph nodes seen in the left axilla though no dominant node. The large right paratracheal lymph node has slightly increased in size, now measuring 25 x 25 mm, compared to prior study when it measured 21 x 20 mm. moderately sized pericardial effusion, similar in size to CT done on ___. The small left upper lobe nodule is seen and unchanged . -___, CT torso and neck, previously noted 2.1 x 0.6 left axillary lymph node is now 2.5 x 1.1 and another axillary lymph node previously 1.6 x 1.0 cm is now 2.5 x 1.0. No definite new lymphadenopathy in the left axilla. Previously noted large right paratracheal lymph node has also slightly increased in size from 25 mm x 25 mm to 29 mm x 29 mm. No new lymph nodes which meet pathologic criteria for enlargement and no hilar lymphadenopathy. Stable pericardial effusion, stable soft tissue density at the right hilum, narrowing of the bronchus intermedius, likely secondary to radiation changes versus a stable residual. Previously noted left upper lobe nodularity is stable. Also noted is a conglomeration of left supraclavicular lymph nodes, the largest 9 mm. Multiple bilateral thyroid nodules are stable. -___ - underwent biopsy of a skin lesion in the cervix, c/w with lung adenocarcinoma -___, PET/CT Interval increase in size and FDG avidity of right paratracheal lymph node as well as increase in size and FDG avidity of multiple left axillary lymph nodes compared to the FDG PET-CT ___. Right hilar soft tissue conglomerate suggesting progression of disease. FDG avid left supraclavicular lymphadenopathy .Stable left upper lobe pulmonary nodule. -___, CT neck and torso Interval decrease in number and size of left axillary lymphadenopathy and right pretracheal lymph node in comparison with the prior CT torso from ___. Stable right hilar soft tissue mass. Stable moderate-sized simple pericardial effusion and stable left upper lobe pulmonary nodule. Resolution of left supraclavicular lymphadenopathy. Significant improvement in left level 5 lymphadenopathy. -___: CT Chest 1) The right hilar mass is slightly increased, with bronchial wall thickening of the RMSB and the upper trunk for the RUL 2) Lymph nodes are enlarged, especially the hilar lymph nodes 3) The superior vena cava seems invaded by the lesion at the level of the atriocaval junction, 3, 40 with large collateral venous return, mainly provided by the internal mammarian and the paraspinals and the intercostal vein. 4) Aneurysmatic dilatation of the aortich arch -___: CK therapy to his enlarging lung lesion by Dr. ___. -___: MRI Brain: no evidence of metastatic disease, some subcortical infarcts in the basal ganglia and cerebellum. No mass effect or hydrocephalus. Chronic left basal ganglia infarct is unchanged from prior MRI of ___: TTE Left ventricular wall thicknesses and cavity size are normal. There is mild global left ventricular hypokinesis (LVEF = 40%). There is considerable beat-to-beat variability of the left ventricular ejection fraction due to an irregular rhythm/premature beats. Right ventricular chamber size and free wall motion are normal. The aortic valve is not well seen. The mitral valve appears structurally normal with trivial mitral regurgitation. The pulmonary artery systolic pressure could not be determined. There is a small pericardial effusion -___: CTA *No evidence of pulmonary embolus. *Stable superior right paratracheal soft tissue mass. Stable post treatment changes. *Small persistent pericardial effusion. Small right and minimal left pleural effusion. *Stable appearance of pseudoaneurysm arising from inframedial aspect of proximal aortic arch. *Stable lipomatous hypertrophy of interatrial septum. Heterogenous 2.9 cm soft tissue attenuation at the inferior aspect of interatrial septum likely relates to mixing of unopacified blood at IVC-atrial confluence. -___: CT Chest: *Unchanged right hilar and paramediastinal post treatment changes. NO evidence for local progression or metastatic disease. *Stable right paratracheal mass from ___. *Slight increase in size of a small to moderate right pleural effusion. *Numerous pulmonary nodules, all less than 4 mm and unchanged over three months. OTHER PAST MEDICAL HISTORY -CMY either due to coronary artery disease (possibly accelerated by radiation) vs. tachymyopathy related to malignancy dxed in ___ -DVT status post filter placement in ___. -Hypertension, stable -Macular degeneration, stable -H/O CVA, stable. Social History: ___ Family History: No family history of early MI, does have a brother with a "bad heart" that also beats slow Physical Exam: 1. VS: T = 97.8 P ___ BP 104/66 RR 18 O2Sat on __95% on RA GENERAL: Slightly dishevelled elderly male in laying in bed. Nourishment:OK Mentation:OK 2. ENT [] WNL [] Moist [] Endentulous [] Ulcers [] Erythema [] JVD ____ cm [+] Dry [] Poor dentition [] Thrush [] Swelling [] Exudate 3. Musculoskeletal-Extremities [] WNL [ ] Tone WNL [ X]Upper extremity strength ___ and symmetrical [ ]Other: 4. PULM: Laying flat in bed, NAD 5. Psychiatric [] WNL [] Appropriate [] Flat affect [] Anxious [] Manic [] Intoxicated [] Pleasant [] Depressed [] Agitated [] Psychotic [+] suspicious Pertinent Results: ___ 09:15PM URINE HOURS-RANDOM ___ 09:15PM URINE UHOLD-HOLD ___ 09:15PM URINE COLOR-RED APPEAR-Cloudy SP ___ ___ 09:15PM URINE BLOOD-LG NITRITE-NEG PROTEIN-100 GLUCOSE-NEG KETONE-TR BILIRUBIN-NEG UROBILNGN-2* PH-6.0 LEUK-MOD ___ 09:15PM URINE RBC->182* WBC-128* BACTERIA-FEW YEAST-NONE EPI-0 ___ 09:15PM URINE MUCOUS-MANY ___ 08:20PM GLUCOSE-138* UREA N-27* CREAT-1.2 SODIUM-136 POTASSIUM-3.9 CHLORIDE-95* TOTAL CO2-32 ANION GAP-13 ___ 08:20PM estGFR-Using this ___ 08:20PM ALT(SGPT)-22 AST(SGOT)-26 ALK PHOS-105 TOT BILI-0.7 ___ 08:20PM WBC-19.1*# RBC-4.40* HGB-13.7* HCT-40.6 MCV-92 MCH-31.1 MCHC-33.7 RDW-16.1* ___ 08:20PM NEUTS-87.5* LYMPHS-6.4* MONOS-5.0 EOS-0.8 BASOS-0.3 ___ 08:20PM PLT COUNT-316 ___ 08:20PM ___ PTT-29.1 ___ CXR: Right basal pleural tube has been removed or at least partially withdrawn. Previous small right apical pneumothorax is smaller. The small right pleural effusion is little changed. Right perihilar radiation fibrosis and small right upper lobe are unchanged. Left lung is hyperinflated but grossly clear. Previous early edema there has resolved and there is little residual left pleural effusion. Heart is normal Brief Hospital Course: Pt is a ___ y.o male with h.o lung cancer s/p pleurex catheter, CAD, h.o DVT, h.o CVA who presents with hematuria and leukocytosis c/w UTI. . #urinary tract infection: Pt diagnosed with UTI on ___ after presenting to ED with hematuria; ucx grew mixed flora, and he was treated with cipro. For the current UTI, he was started empirically on CTX while UCX pending. Urine cx again grew mixed flora. Given UA and pt's immunocompromised state, opted to continue empiric treatment for UTI with a 7day course of cefpodoxime. Pt asymptomatic and clinically stable at time of discharge. #metastatic NSLC: not currently undergoing any treatment; no acute issues. Continued advair, spiriva. Pleurex catheter maintained. . #HLD-statin . #depression-celexa, remeron . #chronic systolic heart failure-stable on current regimen Medications on Admission: The Preadmission Medication list is accurate and complete. 1. Omeprazole 20 mg PO DAILY 2. Mirtazapine 7.5 mg PO QHS 3. OxycoDONE (Immediate Release) ___ mg PO BID:PRN pain 4. Tiotropium Bromide 1 CAP IH DAILY 5. Fluticasone-Salmeterol Diskus (250/50) 1 INH IH BID 6. Albuterol Inhaler 2 PUFF IH Q4H:PRN sob/wheeze 7. Albuterol 0.083% Neb Soln 1 NEB IH Q6H:PRN sob/wheeze 8. Atorvastatin 80 mg PO QPM 9. Citalopram 20 mg PO DAILY 10. Furosemide 20 mg PO DAILY 11. Aspirin 81 mg PO DAILY 12. Ocutabs (vitamin A-vitamin C-vit E-min) 1 tab oral daily Discharge Medications: 1. Albuterol 0.083% Neb Soln 1 NEB IH Q6H:PRN sob/wheeze 2. Albuterol Inhaler 2 PUFF IH Q4H:PRN sob/wheeze 3. Atorvastatin 80 mg PO QPM 4. Citalopram 20 mg PO DAILY 5. Fluticasone-Salmeterol Diskus (250/50) 1 INH IH BID 6. Furosemide 20 mg PO DAILY 7. Mirtazapine 7.5 mg PO QHS 8. OxycoDONE (Immediate Release) ___ mg PO BID:PRN pain 9. Tiotropium Bromide 1 CAP IH DAILY 10. Omeprazole 20 mg PO DAILY 11. Cefpodoxime Proxetil 200 mg PO Q12H Duration: 7 Days RX *cefpodoxime 200 mg 1 tablet(s) by mouth Q12hrs Disp #*14 Tablet Refills:*0 12. Aspirin 81 mg PO DAILY 13. Ocutabs (vitamin A-vitamin C-vit E-min) 1 tab oral daily Discharge Disposition: Home With Service Facility: ___ Discharge Diagnosis: urinary tract infection Discharge Condition: Mental Status: Clear and coherent. Level of Consciousness: Alert and interactive. Activity Status: Ambulatory - Independent. Discharge Instructions: You were admitted for evaluation of blood in the urine and found to have a urinary tract infection. For this, you were started on antibiotics which you should continue for 7 days. Weigh yourself every morning, call MD if weight goes up more than 3 lbs. Followup Instructions: ___ ## Procedures on International Classification of Diseases [2178-10-22 00:00:00] - Procedures: Percutaneous aspiration of gallbladder - Ccs Type: Other non-OR gastrointestinal therapeutic procedures ## Transfers [2178-10-22 13:01:00] - Eventtype: ED - Careunit: Emergency Department ## EDstays [2178-10-22 13:01:00] - Gender: M - Race: WHITE ## Triage [2178-10-22 13:01:01] - Temperature: 98.5 - Heartrate: 108.0 - Resprate: 24.0 - O2Sat: 95.0 - Sbp: 88.0 - Dbp: 52.0 - Pain: 3 - Acuity: 1.0 - Chiefcomplaint: Dyspnea ## Vitalsign [2178-10-22 13:15:00] - Temperature: nan - Heartrate: 103.0 - Resprate: 29.0 - O2Sat: 93.0 - Sbp: 79.0 - Dbp: 48.0 - Pain: nan - Rhythm: nan ## Provider Order Entry [2178-10-22 13:28:46] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Blood Bank | Blood tests | | Lab | nan | | Lab | nan | | Lab | nan | | Lab | nan | ## Vitalsign [2178-10-22 14:02:00] - Temperature: nan - Heartrate: 104.0 - Resprate: 28.0 - O2Sat: 93.0 - Sbp: 86.0 - Dbp: 46.0 - Pain: nan - Rhythm: nan ## Provider Order Entry [2178-10-22 14:11:16] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Cardiology | Echo | ## Labotary Test Events [2178-10-22 14:30:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Basophils | 0.1 | % | 0.0 | 2.0 | nan | nan | | Eosinophils | 0.1 | % | 0.0 | 4.0 | nan | nan | | Hematocrit | 34.6 | % | 40.0 | 52.0 | abnormal | nan | | Hemoglobin | 11.6 | g/dL | 14.0 | 18.0 | abnormal | nan | | Lymphocytes | 5.3 | % | 18.0 | 42.0 | abnormal | nan | | MCH | 31.2 | pg | 27.0 | 32.0 | nan | nan | | MCHC | 33.5 | % | 31.0 | 35.0 | nan | nan | | MCV | 93.0 | fL | 82.0 | 98.0 | nan | nan | | Monocytes | 3.7 | % | 2.0 | 11.0 | nan | nan | | Neutrophils | 90.8 | % | 50.0 | 70.0 | abnormal | nan | | Platelet Count | 303.0 | K/uL | 150.0 | 440.0 | nan | nan | | RDW | 16.1 | % | 10.5 | 15.5 | abnormal | nan | | Red Blood Cells | 3.71 | m/uL | 4.6 | 6.2 | abnormal | nan | | White Blood Cells | 15.4 | K/uL | 4.0 | 11.0 | abnormal | nan | | Alanine Aminotransferase (ALT) | 16.0 | IU/L | 0.0 | 40.0 | nan | nan | | Albumin | 2.7 | g/dL | 3.5 | 5.2 | abnormal | nan | | Alkaline Phosphatase | 91.0 | IU/L | 40.0 | 130.0 | nan | nan | | Anion Gap | 15.0 | mEq/L | 8.0 | 20.0 | nan | nan | | Asparate Aminotransferase (AST) | 16.0 | IU/L | 0.0 | 40.0 | nan | nan | | Bicarbonate | 27.0 | mEq/L | 22.0 | 32.0 | nan | nan | | Bilirubin, Total | 0.7 | mg/dL | 0.0 | 1.5 | nan | nan | | Chloride | 101.0 | mEq/L | 96.0 | 108.0 | nan | nan | | Creatinine | 1.4 | mg/dL | 0.5 | 1.2 | abnormal | nan | | Estimated GFR (MDRD equation) | nan | nan | nan | nan | nan | Using this patient's age, gender, and serum creatinine value of 1.4,. Estimated GFR = 49 if non African-American (mL/min/1.73 m2). Estimated GFR = 60 if African-American (mL/min/1.73 m2). For comparison, mean GFR for age group 70+ is 75 (mL/min/1.73 m2). GFR<60 = Chronic Kidney Disease, GFR<15 = Kidney Failure. | | Glucose | 140.0 | mg/dL | 70.0 | 100.0 | abnormal | IF FASTING, 70-100 NORMAL, >125 PROVISIONAL DIABETES. | | Lipase | 21.0 | IU/L | 0.0 | 60.0 | nan | nan | | Potassium | 3.7 | mEq/L | 3.3 | 5.1 | nan | nan | | Sodium | 139.0 | mEq/L | 133.0 | 145.0 | nan | nan | | Urea Nitrogen | 20.0 | mg/dL | 6.0 | 20.0 | nan | nan | | Light Green Top Hold | nan | nan | nan | nan | nan | HOLD. | | INR(PT) | 1.2 | nan | 0.9 | 1.1 | abnormal | nan | | PT | 13.3 | sec | 9.4 | 12.5 | abnormal | nan | | PTT | 26.2 | sec | 25.0 | 36.5 | nan | nan | ## Microbiology Test Events [2178-10-22 14:30:00] - Test_Name: Blood Culture, Routine - Dilution_Text: nan - Interpretation: nan - Comments: NO GROWTH. - Ab_Name: nan ## Labotary Test Events [2178-10-22 14:40:00] - Item_Name: Lactate - Valuenum: 2.3 - Valueuom: mmol/L - Ref_Range_Lower: 0.5 - Ref_Range_Upper: 2.0 - Flag: abnormal - Comments: GREEN TOP. ## Vitalsign [2178-10-22 14:57:00] - Temperature: nan - Heartrate: 100.0 - Resprate: 36.0 - O2Sat: 96.0 - Sbp: 85.0 - Dbp: 52.0 - Pain: nan - Rhythm: nan
URGENT
[ "OBSERVATION ADMIT", "AMBULATORY OBSERVATION", "ELECTIVE", "EU OBSERVATION", "DIRECT OBSERVATION", "EW EMER.", "DIRECT EMER.", "SURGICAL SAME DAY ADMISSION" ]
{ "target_key": "admission_type", "metric": "em", "task_type": "decision_making", "task": "admissions", "event": "admissions", "target": "[\"URGENT\"]", "label": [ "URGENT" ] }
9
Given the sequence of events that have occurred in a hospital, please give the next Admissions suggestion for the patiens.
## Patient Demographics [None] - Anchor_Age: 64 - Gender: F ## Discharge [2165-08-06 00:00:00] - Note_Type: DS - Text: Name: ___ Unit No: ___ Admission Date: ___ Discharge Date: ___ Date of Birth: ___ Sex: F Service: MEDICINE Allergies: linezolid / allopurinol Attending: ___. Chief Complaint: leg wound Major Surgical or Invasive Procedure: none History of Present Illness: ___ yo F with lymphedema and recurrent lower extremity cellulitis who presents from wound clinic with a LLE wound. She says a left leg skin tear occurred on ___ after she had a fall while trying to ambulate with her Rollator. She initially went to an ED in ___, where steri strips were applied to the flap of skin, and xeroform to the open part of the wound. She was also given a four day course of Keflex. She was seen in the wound care clinic today, and was thought to have concerning signs for an infection of the wound so she was referred to the ED for admission. In the ED, initial VS are 98.2 79 127/60 18 95% RA. CBC notable for WBC of 6.3, H/H of 10.6/34.8, Plt 147. BMP with BUN/Cr of 39/1.0. Lactate 1.1. The patient received IV vancomycin. Surgery was consulted and recommended IV antibiotics and no surgical intervention. Plastic surgery consulted and stated that given the acute nature of the wound, no indication for a skin graft. Upon arrival to the floor, the patient confirms the above story. She reports that she did start the cephalexin therapy that was ordered by the ED. She reports clear profuse discharge from the wound with minimal bleeding. She denies any fevers or chills though had a temperature of 99.2F. She has not had any shortness of breath, nausea, vomiting. Bowel movements are chronically problematic with episodes of incontinence for which the patient is following with Dr. ___. In addition, patient has history of NHL s/p auto SCT on maintenance Rituximab and IVIG infusions every 6 weeks. Her last IVIG infusion was in ___, and her ___ appointment was cancelled. ROS: Pertinent positives and negatives as noted in the HPI. All other systems were reviewed and are negative. Past Medical History: - Progressive MS ___ frequent UTI ___ neurogenic bladder, and fecal incontinence) - Chronic Pain - Chronic Raynaud's - Hypertension - b/l venous stasis - ___ lymphoma - s/p auto SCT in ___ with recurrence on maintenance Rituxan (q12w)/IVIG(q6w) - Neurogenic bladder - Breast cancer (___) - Macular degeneration - ___ - Depression Social History: ___ Family History: Grandmother with diabetes. MGF had bowel cancer. Uncle with ___ lymphoma and Aunt with NHL. Physical Exam: ADMISSION PHYSICAL EXAM: VITALS: ___ 0703 Temp: 98.2 PO BP: 165/69 L Lying HR: 67 RR: 20 O2 sat: 94% O2 delivery: RA GENERAL: Alert and in no apparent distress. Talks with her eyes closed. EYES: Anicteric, PERRL ENT: Ears and nose without visible erythema, masses, or trauma. Oropharynx without visible lesion, erythema or exudate Mucous membranes moist CV: Heart regular, no murmur, rubs or gallops RESP: Lungs clear to auscultation with good air movement bilaterally, faint crackles at R base GI: Abdomen soft, non-distended, non-tender to palpation MSK: Neck supple, moves all extremities, strength grossly full and symmetric bilaterally in all limbs EXT: 3+ pitting edema with erythematous circumferential skin changes and warmth from ankle to mid-shin. SKIN: curvilinear skin tear on shin with subcutaneous tissue exposed, overlying skin necrotic, with some mild serous drainage NEURO: Alert, oriented, face symmetric, gaze conjugate with EOMI, speech fluent, moves all limbs PSYCH: pleasant, appropriate affect DISCHARGE EXAM: Temp: 97.5 PO BP: 150/71 R Lying HR: 64 RR: 16 O2sat: 94% O2 delivery: ra GEN: pleasant elderly female in NAD HEENT: MM slightly dry CV: Heart regular, no murmur, rubs or gallops RESP: Lungs clear to auscultation bilaterally GI: Abdomen soft, non-distended, non-tender to palpation MSK: Neck supple, moves all extremities, strength grossly full and symmetric bilaterally in all limbs EXT: 1+ pitting edema with mild erythematous circumferential chronic skin changes bilaterally LLE: curvilinear skin tear on shin with subcutaneous tissue exposed, overlying skin eschar mild surrounded by mild erythema. No purulence or fluctuance. NEURO: Alert, oriented, face symmetric, gaze conjugate with EOMI, speech fluent, moves all limbs PSYCH: pleasant, appropriate affect Pertinent Results: LABS ON ADMISSION: ___ 10:49AM BLOOD WBC: 9.8 RBC: 4.23 Hgb: 11.1* Hct: 36.0 MCV: 85 MCH: 26.2 MCHC: 30.8* RDW: 17.6* Plt Ct: 200 ___ 10:49AM BLOOD ___: 10.3 PTT: 33.8 ___: 0.9 ___ 10:49AM BLOOD Glucose: 96 UreaN: 31* Creat: 0.9 Na: 145 K: 3.7 Cl: 107 HCO3: 27 AnGap: 11 ___ 10:49AM BLOOD Calcium: 9.0 Phos: 3.4 ___ 06:00AM BLOOD WBC-7.9 RBC-3.62* Hgb-9.4* Hct-30.1* MCV-83 MCH-26.0 MCHC-31.2* RDW-17.5* RDWSD-53.5* Plt ___ ___ 03:54AM BLOOD WBC-5.6 RBC-3.37* Hgb-8.8* Hct-28.5* MCV-85 MCH-26.1 MCHC-30.9* RDW-17.6* RDWSD-54.4* Plt ___ ___ 03:54AM BLOOD Glucose-87 UreaN-36* Creat-1.4* Na-144 K-3.9 Cl-107 HCO3-26 AnGap-11 ___ 05:45AM BLOOD Glucose-89 UreaN-26* Creat-1.0 Na-146 K-4.3 Cl-108 HCO3-24 AnGap-14 ___ 05:45AM BLOOD Calcium-8.8 Phos-4.2 Mg-2.0 ___ 10:49AM BLOOD IgG-395* IgA-13* IgM-10* Blood Cx NGTD Cdiff negative stool sample Brief Hospital Course: ___ yo F with history of MS, NHL s/p autoSCT on rituxan/IVIG, with lymphedema and recurrent lower extremity cellulitis who presented from wound clinic with a skin tear and concern for skin and soft tissue infection. HOSPITAL COURSE BY PROBLEM: =========================== # LLE Wound ___ Skin and soft tissue infection: Patient presented with a deep traumatic skin tear after a fall with concern for surrounding cellulitis. Wound was notable for serpentine exposed area with serosanguinous discharge and a necrotic skin flap. Patient was evaluated by wound care outpatient who recommended surgical evaluation. She was seen by ACS and plastic surgery in the ED who felt that the wound did not require surgical debridement at this time. She was treated with vancomycin and ceftriaxone. Blood cultures were sent and remained negative for growth. Antibiotics were transitioned to Augmentin and Doxycycline with plan to complete a 10 day course given immunocompromised state. Exam was reassuring throughout admission without any purulence and drainage decreased significantly. Wound care team provided updated recommendations and pt will be following up with ___ wound care clinic for consideration of advanced wound healing modalities. Pt was discharged home with wound care supplies and plan for ___ to provide assistance with daily wound care changes. ___: pt developed mild ___ during admission that was felt likely prerenal and it resolved with IVF. #Chronic venous stasis: Managed with leg elevation, wraps and treatment of infection per above. # ___ lymphoma: S/p auto SCT ___ with recurrence on maintenance Rituxan/IVIG. Per discussion with Dr ___ outpatient oncologist, Rituximab and IVIG infusions were held outpatient with plan to monitor her response and determine ability to be weaned off both. In-house her immunoglobulins were checked and were low. Dr. ___ not recommend any IVIG as it would not be helpful for SSTI infection. Pt was discharged with outpt follow up with Dr. ___. # Multiple sclerosis: continued home Duloxetine ___ 120 mg daily, Pregabalin 150 mg PO TID, Baclofen 10 mg PO QID, Amphetamine-Dextroamphetamine 10 mg PO TID. Seen by ___ who know patient from before and felt she was at her baseline. She was deemed safe to discharge to home with home services including ___. # Chronic diarrhea: continued on home regimen and was ruled out for Cdiff while in the hospital. > 30min spent on clinical care on the day of discharge including time spent coordinating transition of care documents and speaking with pt/family. Medications on Admission: The Preadmission Medication list is accurate and complete. 1. Cephalexin 500 mg PO Q12H 2. DULoxetine ___ 120 mg PO DAILY 3. Baclofen 25 mg PO BID 4. Pregabalin 150 mg PO TID 5. Amphetamine-Dextroamphetamine 10 mg PO TID 6. Vitamin D 1000 UNIT PO DAILY 7. Culturelle (Lactobacillus rhamnosus GG) 10 billion cell oral DAILY 8. Digest Probiotic (S.boulardii) (Saccharomyces boulardii) 250 mg oral DAILY 9. Acetaminophen 650 mg PO BID:PRN Pain - Mild/Fever 10. Baclofen 20 mg PO QHS 11. Vitamin E 200 UNIT PO DAILY 12. LOPERamide 2 mg PO QID:PRN loose stool 13. Psyllium Powder 1 PKT PO QAM Discharge Medications: 1. Amoxicillin-Clavulanic Acid ___ mg PO Q12H RX *amoxicillin-pot clavulanate 875 mg-125 mg one tablet(s) by mouth twice a day Disp #*14 Tablet Refills:*0 2. Doxycycline Hyclate 100 mg PO BID Duration: 7 Days RX *doxycycline hyclate 100 mg one capsule(s) by mouth twice a day Disp #*14 Tablet Refills:*0 3. Acetaminophen 650 mg PO BID:PRN Pain - Mild/Fever 4. Amphetamine-Dextroamphetamine 10 mg PO TID 5. Baclofen 25 mg PO BID 6. Baclofen 20 mg PO QHS 7. Culturelle (Lactobacillus rhamnosus GG) 10 billion cell oral DAILY 8. Digest Probiotic (S.boulardii) (Saccharomyces boulardii) 250 mg oral DAILY 9. DULoxetine ___ 120 mg PO DAILY 10. LOPERamide 2 mg PO QID:PRN loose stool 11. Pregabalin 150 mg PO TID 12. Psyllium Powder 1 PKT PO QAM 13. Vitamin D 1000 UNIT PO DAILY 14. Vitamin E 200 UNIT PO DAILY Discharge Disposition: Home With Service Facility: ___ ___: PRIMARY Cellulitis Traumatic skin tear Hypogammaglobulinemia SECONDARY ___ lymphoma s/p auto-SCT multiple sclerosis Discharge Condition: Mental Status: Clear and coherent. Level of Consciousness: Alert and interactive. Activity Status: Ambulatory - requires assistance or aid (walker or cane). Discharge Instructions: You were admitted with a deep traumatic wound on your left shin with concern for surrounding cellulitis. You were seen by two surgical teams who did not recommend any debridement. You have been treated with antibiotics, wound care and hydration with improvement. The wound care team has provided some updated recommendations and you will be following up at the wound care clinic in ___ as shown below. The ___ team will be assisting with your home wound care and we recommend that you continue taking Augmentin and Doxycycline for another 7 days. Please resume your home regimen with probiotics, stool bulking agents and immodium as needed for diarrhea. Best wishes from your team at ___ Followup Instructions: ___ ## Transfers [2165-10-06 12:07:00] - Eventtype: ED - Careunit: Emergency Department ## EDstays [2165-10-06 12:07:00] - Gender: F - Race: WHITE ## Triage [2165-10-06 12:07:01] - Temperature: 99.6 - Heartrate: 86.0 - Resprate: 18.0 - O2Sat: 97.0 - Sbp: 132.0 - Dbp: 74.0 - Pain: 0 - Acuity: 2.0 - Chiefcomplaint: Altered mental status, Fever ## Vitalsign [2165-10-06 12:08:00] - Temperature: 99.6 - Heartrate: 86.0 - Resprate: 18.0 - O2Sat: 97.0 - Sbp: 132.0 - Dbp: 74.0 - Pain: 0 - Rhythm: nan ## Provider Order Entry [2165-10-06 12:31:14] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Lab | nan | | Lab | nan | | Lab | nan | ## Labotary Test Events [2165-10-06 12:32:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | INR(PT) | 1.1 | nan | 0.9 | 1.1 | nan | nan | | PT | 11.5 | sec | 9.4 | 12.5 | nan | nan | | PTT | 38.0 | sec | 25.0 | 36.5 | abnormal | nan | | Green Top Hold (plasma) | nan | nan | nan | nan | nan | ___ | | Anion Gap | 11.0 | mEq/L | 10.0 | 18.0 | nan | nan | | Bicarbonate | 23.0 | mEq/L | 22.0 | 32.0 | nan | nan | | C-Reactive Protein | 65.7 | mg/L | 0.0 | 5.0 | abnormal | nan | | Calcium, Total | 8.2 | mg/dL | 8.4 | 10.3 | abnormal | nan | | Chloride | 103.0 | mEq/L | 96.0 | 108.0 | nan | nan | | Creatinine | 1.0 | mg/dL | 0.4 | 1.1 | nan | nan | | Estimated GFR (MDRD equation) | nan | nan | nan | nan | nan | Using this patient's age, gender, and serum creatinine value of 1.0, . estimated GFR (eGFR) is likely between 54 and 66 mL/min/1.73 m2, . provided the serum creatinine value is stable. . (Patients with more muscle mass and better nutritional status are more . likely to be at the higher end of this range.) . An eGFR < 60 suggests kidney disease in those below the age of 65 . and there may be kidney disease in those over 65.. | | Glucose | 91.0 | mg/dL | 70.0 | 100.0 | nan | If fasting, 70-100 normal, >125 provisional diabetes. | | H | 543.0 | nan | nan | nan | nan | nan | | I | 0.0 | nan | nan | nan | nan | nan | | Magnesium | 2.0 | mg/dL | 1.6 | 2.6 | nan | nan | | Phosphate | 3.9 | mg/dL | 2.7 | 4.5 | nan | Hemolysis falsely elevates this test. | | Potassium | 6.5 | mEq/L | 3.5 | 5.4 | abnormal | ___ | | Sodium | 137.0 | mEq/L | 135.0 | 147.0 | nan | nan | | Urea Nitrogen | 17.0 | mg/dL | 6.0 | 20.0 | nan | nan | | L | 7.0 | nan | nan | nan | nan | nan | | Light Green Top Hold | nan | nan | nan | nan | nan | HOLD. | | Absolute Lymphocyte Count | 0.92 | K/uL | 1.2 | 3.7 | abnormal | nan | | Basophils | 0.4 | % | 0.0 | 1.0 | nan | nan | | Eosinophils | 0.3 | % | 1.0 | 7.0 | abnormal | nan | | Hematocrit | 31.4 | % | 34.0 | 45.0 | abnormal | nan | | Hemoglobin | 9.9 | g/dL | 11.2 | 15.7 | abnormal | nan | | Lymphocytes | 7.8 | % | 19.0 | 53.0 | abnormal | nan | | MCH | 25.6 | pg | 26.0 | 32.0 | abnormal | nan | | MCHC | 31.5 | g/dL | 32.0 | 37.0 | abnormal | nan | | MCV | 81.0 | fL | 82.0 | 98.0 | abnormal | nan | | Monocytes | 9.5 | % | 5.0 | 13.0 | nan | nan | | Neutrophils | 81.6 | % | 34.0 | 71.0 | abnormal | nan | | Platelet Count | 294.0 | K/uL | 150.0 | 400.0 | nan | nan | | RDW | 16.9 | % | 10.5 | 15.5 | abnormal | nan | | Red Blood Cells | 3.87 | m/uL | 3.9 | 5.2 | abnormal | nan | | White Blood Cells | 11.7 | K/uL | 4.0 | 10.0 | abnormal | nan | | Absolute Basophil Count | 0.05 | K/uL | 0.01 | 0.08 | nan | nan | | Absolute Eosinophil Count | 0.04 | K/uL | 0.04 | 0.54 | nan | nan | | Absolute Monocyte Count | 1.11 | K/uL | 0.2 | 0.8 | abnormal | nan | | Absolute Neutrophil Count | 9.56 | K/uL | 1.6 | 6.1 | abnormal | nan | | Immature Granulocytes | 0.4 | % | 0.0 | 0.6 | nan | ___ | | RDW-SD | 49.2 | fL | 35.1 | 46.3 | abnormal | nan | ## Microbiology Test Events [2165-10-06 12:32:00] - Test_Name: Blood Culture, Routine - Dilution_Text: nan - Interpretation: nan - Comments: NO GROWTH. - Ab_Name: nan ## Labotary Test Events [2165-10-06 12:35:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Lactate | 0.8 | mmol/L | 0.5 | 2.0 | nan | nan | | Potassium, Whole Blood | 3.7 | mEq/L | 3.5 | 5.4 | nan | nan | ## Provider Order Entry [2165-10-06 12:50:56] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | General Care | Other | | IV therapy | IV fluids | | Lab | nan | | Radiology | General Xray | | Radiology | CT Scan | ## Electronic Medicine Administration Record [2165-10-06 12:57:00] - Medication: nan - Event_Txt: Started ## Radiology Examinations [2165-10-06 13:01:00] - Note_Type: RR - Exam_Name: ['CHEST (PA & LAT)'] - Text: INDICATION: History: ___ with weakness, cough // ?PNA COMPARISON: Prior CT ___ IMPRESSION: Right-sided vascular access catheter tip at the cavoatrial junction. Cardiomediastinal silhouette is at upper limits for normal for size. Small-to-moderate bilateral pleural effusions with compressive atelectatic changes. Bilateral atelectatic changes. There are no pneumothoraces. Mild degenerative changes the left shoulder joint. ## Medrecon [2165-10-06 13:01:00] | Name | Atc Type | | ------ | ------ | | acetaminophen | paracetamol | | amoxicillin | nan | | baclofen | baclofen | | calcium carb-magnesium ox,carb [Cal-Mag] | ubidecarenone | | Cholecalciferol (Vitamin D3) | colecalciferol | | dextroamphetamine-amphetamine | dexamfetamine | | dextroamphetamine-amphetamine | dexamfetamine | | dextroamphetamine-amphetamine | dexamfetamine | | duloxetine [Cymbalta] | duloxetine | | duloxetine [Cymbalta] | duloxetine | | fluticasone | fluticasone | | Lactobacillus rhamnosus GG [Culturelle] | nan | | loperamide [Imodium A-D] | loperamide | | multivitamin | None | | pregabalin [Lyrica] | nan | | pregabalin [Lyrica] | nan | | Saccharomyces boulardii [Daily Probiotic (S. boulardii)] | None | | Saccharomyces boulardii [Digest Probiotic (S.boulardii)] | None | | triamcinolone acetonide | None | | vitamin E | tocopherol | ## Vitalsign [2165-10-06 13:07:00] - Temperature: 99.8 - Heartrate: 91.0 - Resprate: 18.0 - O2Sat: 90.0 - Sbp: 128.0 - Dbp: 78.0 - Pain: 0 - Rhythm: nan ## Provider Order Entry [2165-10-06 13:16:16] | Order_Type | Order_Subtype | | ------ | ------ | | Medications | nan | | Medications | nan | ## Labotary Test Events [2165-10-06 13:28:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Influenza A by PCR | nan | nan | nan | nan | nan | ___ | | Influenza B by PCR | nan | nan | nan | nan | nan | ___ | ## Provider Order Entry [2165-10-06 13:33:59] - Order_Type: Lab - Order_Subtype: nan ## Radiology Examinations [2165-10-06 13:34:00] - Note_Type: RR - Exam_Name: ['CT LOWER EXT W/C RIGHT'] - Text: EXAMINATION: CT LOWER EXT W/C RIGHT INDICATION: ___ year old woman with R leg cellulitis. ?Nec fasc: please obtain knee and below. TECHNIQUE: Axial images were obtained of the knee through the foot with bone algorithm as well as standard algorithm. Coronal and sagittal reformats were obtained and reviewed. DOSE: Acquisition sequence: 1) Spiral Acquisition 7.7 s, 60.6 cm; CTDIvol = 22.6 mGy (Body) DLP = 1,372.9 mGy-cm. Total DLP (Body) = 1,373 mGy-cm. COMPARISON: None. FINDINGS: Knee joint in soft tissue stranding and edema involving the entire calf, mostly involving the medial posterior compartment. No emphysema to suggest necrotizing fasciitis. No fracture or dislocation is identified. There is substantial skin thickening of the calf. IMPRESSION: 1. Soft tissue edema involving the entire calf and visualized knee, and skin thickening, predominantly posteriorly is most consistent with cellulitis. 2. No evidence for necrotizing fasciitis. 3. Trace knee joint effusion. ## Pyxis [2165-10-06 13:36:00] - Name: Piperacillin-Tazob premix ## Electronic Medicine Administration Record [2165-10-06 13:38:00] - Medication: Piperacillin-Tazobactam - Event_Txt: Started ## Pyxis [2165-10-06 14:13:00] | Name | | ------ | | Vancomycin | | Vancomycin | ## Electronic Medicine Administration Record [2165-10-06 14:14:00] | Medication | Event_Txt | | ------ | ------ | | Vancomycin | Started | | Piperacillin-Tazobactam | Stopped | | nan | Stopped | ## Provider Order Entry [2165-10-06 15:09:41] | Order_Type | Order_Subtype | | ------ | ------ | | Radiology | Ultrasound | | General Care | Other | ## Vitalsign [2165-10-06 15:11:00] - Temperature: 97.5 - Heartrate: 87.0 - Resprate: 18.0 - O2Sat: 92.0 - Sbp: 138.0 - Dbp: 63.0 - Pain: 0 - Rhythm: nan ## Labotary Test Events [2165-10-06 15:20:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Length of Urine Collection | nan | nan | nan | nan | nan | RANDOM. | | Uhold | nan | nan | nan | nan | nan | ___ | | Bacteria | nan | /hpf | nan | nan | abnormal | FEW*. | | Bilirubin | nan | nan | nan | nan | nan | NEG. | | Blood | nan | nan | nan | nan | nan | NEG. | | Epithelial Cells | nan | #/hpf | nan | nan | nan | <1. | | Glucose | nan | mg/dL | 0.0 | 0.0 | nan | NEG. | | Ketone | nan | mg/dL | 0.0 | 0.0 | abnormal | TR*. | | Leukocytes | nan | nan | nan | nan | abnormal | SM*. | | Nitrite | nan | nan | nan | nan | nan | NEG. | | pH | 8.0 | units | 5.0 | 8.0 | nan | nan | | Protein | nan | mg/dL | 0.0 | 0.0 | abnormal | TR*. | | RBC | 0.0 | #/hpf | 0.0 | 2.0 | nan | nan | | Specific Gravity | 1.029 | | 1.001 | 1.035 | nan | nan | | Urine Appearance | nan | nan | nan | nan | nan | Clear. | | Urine Color | nan | nan | nan | nan | nan | Straw. | | Urobilinogen | nan | mg/dL | 0.2 | 1.0 | nan | NEG. | | WBC | 15.0 | #/hpf | 0.0 | 5.0 | abnormal | nan | | Yeast | nan | /hpf | nan | nan | nan | nan | ## Microbiology Test Events [2165-10-06 15:20:00] - Test_Name: URINE CULTURE - Dilution_Text: nan - Interpretation: nan - Comments: MIXED BACTERIAL FLORA ( >= 3 COLONY TYPES), CONSISTENT WITH SKIN AND/OR GENITAL CONTAMINATION. - Ab_Name: nan ## Radiology Examinations [2165-10-06 15:46:00] - Note_Type: RR - Exam_Name: ['UNILAT LOWER EXT VEINS RIGHT'] - Text: EXAMINATION: UNILAT LOWER EXT VEINS RIGHT INDICATION: ___ with right leg swelling. Question of DVT. TECHNIQUE: Grey scale, color, and spectral Doppler evaluation was performed on the right lower extremity veins. Patient denied imaging of the right calf veins due to tenderness. COMPARISON: Same day CT of the right lower extremity. FINDINGS: There is normal compressibility, color flow, and spectral doppler of the right common femoral, femoral, and popliteal veins. Due to patient pain, right calf veins were not evaluated. There is significant soft tissue swelling involving the right popliteal fossa. There is normal respiratory variation in the common femoral veins bilaterally. No evidence of medial popliteal fossa (___) cyst. IMPRESSION: 1. Right calf veins were not evaluated due to patient pain. Otherwise, no deep venous thrombosis visualized in the right femoral and popliteal veins. 2. Significant soft tissue swelling in the right popliteal fossa. ## Electronic Medicine Administration Record [2165-10-06 16:10:00] - Medication: Vancomycin - Event_Txt: Stopped ## Provider Order Entry [2165-10-06 16:25:29] | Order_Type | Order_Subtype | | ------ | ------ | | Medications | nan | | Medications | nan | | Medications | nan | | Medications | nan | | Nutrition | Diet Order | ## Pyxis [2165-10-06 17:05:00] | Name | | ------ | | Baclofen | | Pregabalin | ## Electronic Medicine Administration Record [2165-10-06 17:07:00] | Medication | Event_Txt | | ------ | ------ | | Baclofen | Administered | | Pregabalin | Administered | ## Vitalsign [2165-10-06 17:27:00] - Temperature: nan - Heartrate: 85.0 - Resprate: 18.0 - O2Sat: 94.0 - Sbp: nan - Dbp: nan - Pain: 0 - Rhythm: nan
OBSERVATION ADMIT
[ "DIRECT EMER.", "AMBULATORY OBSERVATION", "EU OBSERVATION", "OBSERVATION ADMIT", "ELECTIVE", "EW EMER.", "DIRECT OBSERVATION", "SURGICAL SAME DAY ADMISSION" ]
{ "target_key": "admission_type", "metric": "em", "task_type": "decision_making", "task": "admissions", "event": "admissions", "target": "[\"OBSERVATION ADMIT\"]", "label": [ "OBSERVATION ADMIT" ] }
10
Given the sequence of events that have occurred in a hospital, please give the next Admissions suggestion for the patiens.
## Patient Demographics [None] - Anchor_Age: 83 - Gender: M ## Discharge [2196-08-30 00:00:00] - Note_Type: DS - Text: Name: ___ Unit No: ___ Admission Date: ___ Discharge Date: ___ Date of Birth: ___ Sex: M Service: MEDICINE Allergies: ___ Attending: ___. Chief Complaint: Hemarthrosis Major Surgical or Invasive Procedure: none History of Present Illness: ___ year old gentleman with a history of atrial fibrillation on Coumadin with recent hemarthrosis, CAD, s/p PPM, CHF, seronegative rheumatoid arthritis vs chronic CPPD disease who is brought in by ambulance after his nurse noted his INR to be 8.0. In the ED, initial vitals were: 98.0 70 161/84 18 100% RA Labs were notable for WBC 8.6 Hgb 9.1 Hct 28.0 Plt 155. Chemistry with Cl 95, BUN 31, otherwise WNL. INR 9.0. He received Vitamin K 5 mg PO and was transferred to the medicine floor. Of note he was seen on ___ by his rheumatologist for evaluation of acute right knee hemarthrosis. Arthrocentesis was performed and sent for culture. On the floor, he is comfortable and denies any pain. He denies chest pain, dyspnea, abdominal pain, nausea, vomiting, melena, hematochezia. He endorses chronic lower extremity edema. Right knee pain somewhat improved. Denies recent trauma/falls. He states that recently he has had a few changes made to his Coumadin regimen, though cannot recall what the changes have been. He was recently taking a "green" Coumadin pill and is now taking a "red" Coumadin pill and feels like this has been the main culprit to cause his elevated INR. Past Medical History: Atrial fibrillation on Coumadin CAD S/P PPM CHF Seronegative rheumatoid arthritis vs chronic CPPD disease BPH Colon cancer s/p right hemicolectomy Hypertension Osteoarthritis Social History: ___ Family History: FAMILY HISTORY: - denies family history of heart or pulmonary disease Physical Exam: Vital Signs:98.0 PO 152 / 57 73 16 98 RA General: Alert, oriented, no acute distress HEENT: Sclerae anicteric, MMM, oropharynx clear, EOMI, PERRL, neck supple, JVP not elevated, no LAD CV: Regular rate and rhythm, normal S1 + S2, no murmurs, rubs, gallops Lungs: Clear to auscultation bilaterally, no wheezes, rales, rhonchi Abdomen: Soft, non-tender, non-distended, bowel sounds present, no organomegaly, no rebound or guarding GU: No foley Ext: Right knee>L and slightly warmer to the touch. Extensive venous stasis changes bilaterally. 2+ pitting edema bilaterally. Large ecchymosis extending from the right knee to the lateral/posterior right thigh. Faint petechiae on the lower extremities bilaterally. Neuro: Alert and oriented x3 Pertinent Results: ___ 11:30AM BLOOD WBC-8.6# RBC-2.47* Hgb-9.1* Hct-28.0* MCV-113* MCH-36.8* MCHC-32.5 RDW-14.6 RDWSD-60.6* Plt ___ ___ 06:35AM BLOOD WBC-7.9 RBC-2.41* Hgb-8.9* Hct-27.7* MCV-115* MCH-36.9* MCHC-32.1 RDW-14.7 RDWSD-60.7* Plt ___ ___ 11:30AM BLOOD Plt ___ ___ 06:35AM BLOOD Plt ___ ___ 11:30AM BLOOD ___ PTT-63.1* ___ ___ 06:35AM BLOOD ___ PTT-44.5* ___ ___ 11:30AM BLOOD Neuts-78.8* Lymphs-10.8* Monos-9.4 Eos-0.1* Baso-0.1 Im ___ AbsNeut-6.79*# AbsLymp-0.93* AbsMono-0.81* AbsEos-0.01* AbsBaso-0.01 ___ 06:35AM BLOOD Glucose-102* UreaN-24* Creat-1.0 Na-139 K-3.9 Cl-100 HCO3-33* AnGap-10 ___ 06:35AM BLOOD TotBili-2.1* DirBili-0.6* IndBili-1.5 ___ 06:35AM BLOOD Calcium-8.6 Phos-3.0 Mg-2.3 ___ 06:05AM BLOOD WBC-7.2 RBC-2.32* Hgb-8.4* Hct-26.6* MCV-115* MCH-36.2* MCHC-31.6* RDW-15.0 RDWSD-62.4* Plt ___ ___ 06:05AM BLOOD ___ PTT-36.6* ___ ___ 06:35AM BLOOD Glucose-102* UreaN-24* Creat-1.0 Na-139 K-3.9 Cl-100 HCO3-33* AnGap-___ year old gentleman with a history of atrial fibrillation on Coumadin, CAD, rheumatoid arthritis/CPPD, and hypertension who presents with supratherapeutic INR complicated by hemarthrosis. I suspect low haptoglobin, elevated LDH likely from hemolysis due to large hematoma burden. Coombs was negative. # Supratherapeutic INR # Macrocytic acute/chronic anemia # Hemarthrosis # HTN # Seronegative rheumatoid arthritis versus CPPD disease CHRONIC: # BPH: Continue finasteride # HTN: Continue lisinopril # CAD: Continue metoprolol, aspirin, isosorbide moninitrate # Hyperlipidemia: Continue simvastatin # CHF: Continue furosemide # GERD: Continue omeprazole # B12 deficiency: Continue vitamin B12 # HCV Ab (+): sent by rehumatologist who will f/u results with patient He was given 5mg Vitamin K and warfarin was held. On day of discharge, INR was still 2.7. He was instructed to hold warfarin for 2 more days and to restart ___, with repeat INR check ___. PCP and ___ clinic were informed of this plan, and ___ clinic recommended restarting at home dose. He was referred to PACT program, and I spoke with PCP about getting him home medication reconciliation evaluation to make sure there was no unintentional erroneous medication administration if using pill box, etc. Family reports prior administration error in past. ___ evaluation was done and he was deemed safe to go home with family support, family to stay with him until outpatient ___ home eval. ___ services with ___ to be resumed. He will otherwise continue other home regimen. Patient will f/u with rheumatologist next week who will inform about ___ HCV results (confirmed per personal communication with rheum). Medications on Admission: The Preadmission Medication list is accurate and complete. 1. Finasteride 5 mg PO DAILY 2. PredniSONE 10 mg PO DAILY 3. Doxazosin 4 mg PO HS 4. Acetaminophen 650 mg PO Q6H:PRN Pain - Mild 5. Lisinopril 20 mg PO DAILY 6. olopatadine 0.1 % ophthalmic daily PRN 7. Gabapentin 300 mg PO DAILY 8. Hydroxychloroquine Sulfate 200 mg PO BID 9. Methotrexate Sodium P.F. 15 mg IT 1X/WEEK (___) 10. Lidocaine 5% Patch 1 PTCH TD QAM 11. Metoprolol Succinate XL 50 mg PO DAILY 12. Docusate Sodium 100 mg PO BID 13. Senna 8.6 mg PO BID:PRN constipation 14. Warfarin 5 mg PO 3X/WEEK (___) 15. Carbamide Peroxide 6.5% ___ DROP BOTH EARS NIGHTLY 16. Simvastatin 10 mg PO QPM 17. Furosemide 20 mg PO DAILY 18. Isosorbide Mononitrate (Extended Release) 60 mg PO DAILY 19. OxyCODONE (Immediate Release) 5 mg PO Q4H:PRN Pain - Mild 20. diclofenac sodium 1 % topical four times daily PRN 21. Omeprazole 20 mg PO DAILY 22. Aspirin 81 mg PO DAILY 23. albuterol sulfate 90 mcg/actuation inhalation Q4H:PRN 24. Cyanocobalamin 1000 mcg PO DAILY 25. FoLIC Acid 1 mg PO DAILY 26. Warfarin 2.5 mg PO 4X/WEEK (___) Discharge Medications: 1. Acetaminophen 650 mg PO Q6H:PRN Pain - Mild 2. albuterol sulfate 90 mcg/actuation inhalation Q4H:PRN 3. Aspirin 81 mg PO DAILY 4. Carbamide Peroxide 6.5% ___ DROP BOTH EARS NIGHTLY 5. Cyanocobalamin 1000 mcg PO DAILY 6. diclofenac sodium 1 % TOPICAL FOUR TIMES DAILY PRN to knees / hands for pain 7. Docusate Sodium 100 mg PO BID 8. Doxazosin 4 mg PO HS 9. Finasteride 5 mg PO DAILY 10. FoLIC Acid 1 mg PO DAILY 11. Furosemide 20 mg PO DAILY 12. Gabapentin 300 mg PO DAILY 13. Hydroxychloroquine Sulfate 200 mg PO BID 14. Isosorbide Mononitrate (Extended Release) 60 mg PO DAILY 15. Lidocaine 5% Patch 1 PTCH TD QAM 16. Lisinopril 20 mg PO DAILY 17. Methotrexate Sodium P.F. 15 mg IT 1X/WEEK (___) 18. Metoprolol Succinate XL 50 mg PO DAILY 19. olopatadine 0.1 % ophthalmic daily PRN 20. Omeprazole 20 mg PO DAILY 21. PredniSONE 10 mg PO DAILY 22. Senna 8.6 mg PO BID:PRN constipation 23. Simvastatin 10 mg PO QPM 24. Warfarin 5 mg PO 3X/WEEK (___) 25. Warfarin 2.5 mg PO 4X/WEEK (___) 26. HELD- OxyCODONE (Immediate Release) 5 mg PO Q4H:PRN Pain - Mild This medication was held. Do not restart OxyCODONE (Immediate Release) until PCP follow up; it is a high fall risk medication Discharge Disposition: Home With Service Facility: ___ Discharge Diagnosis: Hemarthrosis Coagulopathy from warfarin Atrial fibrillation Discharge Condition: Mental Status: Clear and coherent. Level of Consciousness: Alert and interactive. Activity Status: Ambulatory - requires assistance or aid (walker or cane). Discharge Instructions: You were admitted with bleeding in the right knee and elevated INR to 9.0. Warfarin was held and Vitamin K was given to reverse. Your PCP, ___ clinic providers were contacted. You were seen by physical therapy and are recommended to go home with family support. You will have ___ and home health aide service. We have asked ___ to assess your coumadin home dosing. Please restart your home warfarin dose ___. ___ will check your INR level ___. Followup Instructions: ___ ## Transfers [2197-01-08 16:58:00] - Eventtype: ED - Careunit: Emergency Department ## EDstays [2197-01-08 16:58:00] - Gender: M - Race: WHITE - RUSSIAN ## Triage [2197-01-08 16:58:01] - Temperature: 98.1 - Heartrate: nan - Resprate: 16.0 - O2Sat: 98.0 - Sbp: 92.0 - Dbp: 46.0 - Pain: 0 - Acuity: 2.0 - Chiefcomplaint: Fever, URI ## Vitalsign [2197-01-08 17:00:00] - Temperature: 98.1 - Heartrate: nan - Resprate: 16.0 - O2Sat: 98.0 - Sbp: 92.0 - Dbp: 46.0 - Pain: 0 - Rhythm: afib ## Provider Order Entry [2197-01-08 17:07:32] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Lab | nan | | Radiology | General Xray | ## Radiology Examinations [2197-01-08 17:23:00] - Note_Type: RR - Exam_Name: ['CHEST (PA & LAT)'] - Text: EXAMINATION: CHEST (AP AND LAT) INDICATION: ___ with fever COMPARISON: ___ FINDINGS: AP upright and lateral views of the chest provided. Left chest wall pacer device is again seen with single lead extending to the region of the right ventricle. The heart remains markedly enlarged. The hila are congested and there is cephalization and mild interstitial pulmonary edema. No convincing evidence for pneumonia. No large effusion or pneumothorax. Mediastinal contour is unchanged with aortic calcification again noted. Bony structures are intact. No free air below the right hemidiaphragm. IMPRESSION: Cardiomegaly, congestion and mild interstitial pulmonary edema. No signs of pneumonia. ## Provider Order Entry [2197-01-08 18:45:05] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Lab | nan | | Lab | nan | | Medications | nan | | Medications | nan | | Medications | nan | | IV therapy | IV fluids | | Medications | nan | | Medications | nan | ## Pyxis [2197-01-08 19:43:00] | Name | | ------ | | CefTRIAXone 1gm/100mL 100mL Bag | | PredniSONE 20mg TAB | | PredniSONE 20mg TAB | | Albuterol 0.083% Neb Soln 1Neb | | Ipratropium Bromide Neb 1Neb | | Azithromyc 500mg/250mL 250mL BAG | ## Provider Order Entry [2197-01-08 19:47:15] - Order_Type: Lab - Order_Subtype: nan ## Labotary Test Events [2197-01-08 19:59:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Anion Gap | 16.0 | mEq/L | 8.0 | 20.0 | nan | nan | | Bicarbonate | 24.0 | mEq/L | 22.0 | 32.0 | nan | nan | | Calcium, Total | 8.4 | mg/dL | 8.4 | 10.3 | nan | nan | | Chloride | 100.0 | mEq/L | 96.0 | 108.0 | nan | nan | | Creatinine | 1.3 | mg/dL | 0.5 | 1.2 | abnormal | nan | | Estimated GFR (MDRD equation) | nan | nan | nan | nan | nan | Using this patient's age, gender, and serum creatinine value of 1.3, . Estimated GFR = 52 if non African-American (mL/min/1.73 m2) . Estimated GFR = 63 if African-American (mL/min/1.73 m2) . For comparison, mean GFR for age group 70+ is 75 (mL/min/1.73 m2) . GFR<60 = Chronic Kidney Disease, GFR<15 = Kidney Failure. | | Glucose | 107.0 | mg/dL | 70.0 | 100.0 | abnormal | If fasting, 70-100 normal, >125 provisional diabetes. | | H | 5.0 | nan | nan | nan | nan | nan | | I | 1.0 | nan | nan | nan | nan | nan | | Magnesium | 2.2 | mg/dL | 1.6 | 2.6 | nan | nan | | NTproBNP | 1401.0 | pg/mL | 0.0 | 852.0 | abnormal | Reference values vary with age, sex, and renal function. at 35% prevalence, NTproBNP values:. < 450 have 99% Neg pred value. >1000 have 78% Pos pred value. See online lab manual for more detailed information. | | Phosphate | 3.6 | mg/dL | 2.7 | 4.5 | nan | nan | | Potassium | 4.2 | mEq/L | 3.3 | 5.1 | nan | nan | | Sodium | 136.0 | mEq/L | 133.0 | 145.0 | nan | nan | | Urea Nitrogen | 33.0 | mg/dL | 6.0 | 20.0 | abnormal | nan | | L | 12.0 | nan | nan | nan | nan | nan | | Absolute Lymphocyte Count | 1.57 | K/uL | 1.2 | 3.7 | nan | nan | | Basophils | 0.2 | % | 0.0 | 1.0 | nan | nan | | Eosinophils | 0.9 | % | 1.0 | 7.0 | abnormal | nan | | Hematocrit | 36.2 | % | 40.0 | 51.0 | abnormal | nan | | Hemoglobin | 11.4 | g/dL | 13.7 | 17.5 | abnormal | nan | | Lymphocytes | 35.5 | % | 19.0 | 53.0 | nan | nan | | MCH | 34.3 | pg | 26.0 | 32.0 | abnormal | nan | | MCHC | 31.5 | g/dL | 32.0 | 37.0 | abnormal | nan | | MCV | 109.0 | fL | 82.0 | 98.0 | abnormal | nan | | Monocytes | 15.6 | % | 5.0 | 13.0 | abnormal | nan | | Neutrophils | 47.3 | % | 34.0 | 71.0 | nan | nan | | Platelet Count | 108.0 | K/uL | 150.0 | 400.0 | abnormal | nan | | RDW | 13.3 | % | 10.5 | 15.5 | nan | nan | | Red Blood Cells | 3.32 | m/uL | 4.6 | 6.1 | abnormal | nan | | White Blood Cells | 4.4 | K/uL | 4.0 | 10.0 | nan | nan | | Absolute Basophil Count | 0.01 | K/uL | 0.01 | 0.08 | nan | nan | | Absolute Eosinophil Count | 0.04 | K/uL | 0.04 | 0.54 | nan | nan | | Absolute Monocyte Count | 0.69 | K/uL | 0.2 | 0.8 | nan | nan | | Absolute Neutrophil Count | 2.09 | K/uL | 1.6 | 6.1 | nan | nan | | Immature Granulocytes | 0.5 | % | nan | nan | nan | ___ | | RDW-SD | 53.3 | fL | 35.1 | 46.3 | abnormal | nan | | Light Green Top Hold | nan | nan | nan | nan | nan | HOLD. | ## Microbiology Test Events [2197-01-08 19:59:00] | Test_Name | Dilution_Text | Interpretation | Comments | Ab_Name | | ------ | ------ | ------ | ------ | ------ | | Blood Culture, Routine | nan | nan | NO GROWTH. | nan | | Blood Culture, Routine | nan | nan | NO GROWTH. | nan | ## Electronic Medicine Administration Record [2197-01-08 20:00:00] | Medication | Event_Txt | | ------ | ------ | | Albuterol 0.083% Neb Soln | Administered | | Ipratropium Bromide Neb | Administered | | nan | Started | | PredniSONE | Administered | | CeftriaXONE | Started | ## Vitalsign [2197-01-08 20:06:00] - Temperature: 97.6 - Heartrate: 58.0 - Resprate: 16.0 - O2Sat: 97.0 - Sbp: 129.0 - Dbp: 70.0 - Pain: 0 - Rhythm: nan ## Electronic Medicine Administration Record [2197-01-08 20:10:00] - Medication: nan - Event_Txt: Stopped ## Labotary Test Events [2197-01-08 20:12:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Blue Top Hold | nan | nan | nan | nan | nan | ___ | | Lactate | 1.4 | mmol/L | 0.5 | 2.0 | nan | GREEN TOP. VENOUS. | ## Vitalsign [2197-01-08 20:14:00] - Temperature: nan - Heartrate: 80.0 - Resprate: 18.0 - O2Sat: 100.0 - Sbp: 120.0 - Dbp: 70.0 - Pain: nan - Rhythm: nan ## Provider Order Entry [2197-01-08 20:19:47] - Order_Type: Lab - Order_Subtype: nan ## Pyxis [2197-01-08 20:23:00] | Name | | ------ | | Albuterol 0.083% Neb Soln 1Neb | | Ipratropium Bromide Neb 1Neb | ## Electronic Medicine Administration Record [2197-01-08 20:27:00] | Medication | Event_Txt | | ------ | ------ | | CeftriaXONE | Stopped | | Albuterol 0.083% Neb Soln | Administered | | Ipratropium Bromide Neb | Administered | | Azithromycin | Started | ## Labotary Test Events [2197-01-08 20:35:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Influenza A by PCR | nan | nan | nan | nan | nan | ___ | | Influenza B by PCR | nan | nan | nan | nan | nan | ___ |
OBSERVATION ADMIT
[ "AMBULATORY OBSERVATION", "EW EMER.", "SURGICAL SAME DAY ADMISSION", "DIRECT EMER.", "EU OBSERVATION", "DIRECT OBSERVATION", "ELECTIVE", "OBSERVATION ADMIT" ]
{ "target_key": "admission_type", "metric": "em", "task_type": "decision_making", "task": "admissions", "event": "admissions", "target": "[\"OBSERVATION ADMIT\"]", "label": [ "OBSERVATION ADMIT" ] }
11
Given the sequence of events that have occurred in a hospital, please give the next Admissions suggestion for the patiens.
## Patient Demographics [None] - Anchor_Age: 60 - Gender: M ## Discharge [2123-05-19 00:00:00] - Note_Type: DS - Text: Name: ___ Unit No: ___ Admission Date: ___ Discharge Date: ___ Date of Birth: ___ Sex: M Service: NEUROSURGERY Allergies: No Known Allergies / Adverse Drug Reactions Attending: ___. Chief Complaint: R parietal brain lesion Major Surgical or Invasive Procedure: ___ - Right parietal craniotomy for tumor resection ___ - Right craniotomy for evacuation of intraparenchymal hemorrhage and subdural hematoma History of Present Illness: Mr. ___ is a ___ year old male with history of T2N0 laryngeal cancer s/p XRT in ___ who presented initially to his PCP with neck pain and orthopnea in ___ CXR showed a LLL mass. He was transferred to ___ where CT Chest showed a 3.8x2.7x3cm irregular speculated mass concering for malignancy with enlarged lymph nodes and an adrenal mass. He underwent PET CT on ___ which revealed righ brain mass with vasogenic edema, likely primary pulmonary malignancy, osseous mets and possible laryngeal malignancy. His PCP referred him for brain MRI on ___ which showed a 4.5x3.7x4.7cm right parietal lesion. He was referred to the ED at that time, but declined. He was started on dexamethasone. He presents to the ED today for evaluation of brain mass. On eval in the ED, the patient reports headache for several weeks and being "off balance," walking into walls and having several small motor vehicle accidents. He has had nausea and vomiting on waking which improves during the day. Denies dizziness, weakness, paresthesias, vision changes, seizures. Past Medical History: Laryngeal cancer HLD HSV dendritic keratitis Social History: ___ Family History: Father with colon cancer Physical Exam: On Discharge: Awake, alert, oriented x3, Hypophonic. PERRL. Slight R ptosis, Slight R facial. R drift. Moves all extremities full strength ___. Incision C/D/I. Pertinent Results: Please see OMR for relevant imaging reports. Brief Hospital Course: ___ year old male with R parietal brain lesion. #Right parietal brain lesion The patient was admitted to the floor with q4h neuro checks. MRI wand and CTA head was performed for pre-op planning. He was started on Keppra for seizure prophylaxis. On ___ he was taken to the OR and underwent a right craniotomy for resection of lesion. He tolerated the procedure well and was extubated in the OR. He was later transferred to the PACU for close monitoring. He underwent a post-operative head CT which showed expected post-operative changes. He was later transferred to the ___ for close neurologic monitoring. On ___, the patient remained neurologically stable on examination. He underwent post-op MRI which showed expected post-operative changes. He was transferred to the floor. His neurological exam remained stable as he awaited disposition planning. #Intraparenchymal hemorrhage/Subdural hematoma In the evening of ___, the patient fell and struck his head. His neurological exam was significantly worse and he was sent for a STAT NCHCT, which showed intraparenchymal hemorrhage and acute subdural hematoma with mass effect and significant midline shift. He was taken emergently to the operating room for right craniotomy for evacuation of clot. The procedure was uncomplicated. For further procedure details, please see separately dictated operative report by Dr. ___. Post-operative NCHCT showed good evacuation of the clot with improved midline shift. He was transferred to the NICU for close neurological monitoring. He remained in the Neuro ICU on ___ for close neurologic monitoring. On ___, he was transferred to the ___. On ___, he was transferred to the floor. Case management screened for rehab placement. #Hyponatremia The patient was started on salt tablets three times daily post-operatively. His serum Na continued to be checked daily. On ___, the patient underwent placement of a PICC line for continued 3% HTS. This was weaned as tolerated. On ___, he was started on salt tabs. 3% HTS was discontinued ___. He was able to maintain appropriate serum sodium levels. On ___, PICC line was removed. He remained on salt tabs 2gm TID with a stable sodium level of 138. #Cerebral edema The patient was started on dexamethasone for cerebral edema. On ___, he was weaned to 2mg Q12h. #Hypertension The patient was hypertensive in the 200s and was on a nicardipine gtt. Metoprolol IV was started with PRN IV Labetalol. On ___, Metoprolol was changed to PO. On ___, Metoprolol was increased to 50mg Q6h in order to facilitate weaning the nicardipine gtt, which was discontinued on ___. #ETOH The patient was started on CIWA monitoring for ETOH withdrawal when admitted. #Nutrition NGT was placed and placement was confirmed with CXR. On ___, speech and swallow evaluated him and he was cleared for ground solids and nectar thick liquids with 1:1 supervision. On ___, he underwent video swallow, which was concerning for some aspiration with any diet. Pureed solids and nectar thick liquids with maximum supervision was recommended. #Agitation While in the ICU, the patient required Precedex for agitation. Precedex was weaned as tolerated. On ___, he was started on standing Seroquel QHS. He remained agitated and was started on standing Seroquel ___. His agitation improved and there was no reported overnight issues. #Elevated BUN/Creat On ___, the patient's BUN and creatinine were elevated. He received a fluid bolus and recheck remained elevated. He was started on maintenance IV fluid and his labs downtrended. Medications on Admission: Dexamethasone 4mg Q6H, Metoprolol 25mg BID, tramadol 50mg Q6H PRN, omeprazole 20mg daily, APAP PRN Discharge Medications: 1. Acetaminophen ___ mg PO Q6H:PRN Pain - Mild 2. Bisacodyl 10 mg PO/PR DAILY:PRN constipation 3. Docusate Sodium 100 mg PO BID 4. FoLIC Acid 1 mg PO DAILY 5. Heparin 5000 UNIT SC BID 6. LevETIRAcetam 1000 mg PO BID 7. Multivitamins 1 TAB PO DAILY 8. Nicotine Patch 14 mg TD DAILY 9. QUEtiapine Fumarate 12.5 mg PO BID 10. Senna 17.2 mg PO QHS 11. Sodium Chloride 2 gm PO Q8H 12. Thiamine 100 mg PO DAILY 13. Dexamethasone 2 mg PO Q12H 14. Metoprolol Tartrate 50 mg PO Q6H 15. Omeprazole 20 mg PO DAILY Discharge Disposition: Extended Care Facility: ___ Discharge Diagnosis: R parietal brain lesion Cerebral edema and compression Intraparenchymal hemorrhage Subdural hematoma Agitation Hyponatremia Dysphagia Leukocytosis Discharge Condition: Mental Status: Clear and coherent. Level of Consciousness: Alert and interactive. Activity Status: Ambulatory - requires assistance or aid (walker or cane). Discharge Instructions: Discharge Instructions Brain Tumor Surgery •You underwent surgery to remove a brain lesion from your brain and you returned to the OR to evacuate a hemorrhage that developed post-operatively. •Please keep your incision dry until your sutures/staples are removed. •You may shower at this time but keep your incision dry. •It is best to keep your incision open to air but it is ok to cover it when outside. •Call your surgeon if there are any signs of infection like redness, fever, or drainage. Activity •We recommend that you avoid heavy lifting, running, climbing, or other strenuous exercise until your follow-up appointment. •You make take leisurely walks and slowly increase your activity at your own pace once you are symptom free at rest. ___ try to do too much all at once. •No driving while taking any narcotic or sedating medication. •If you experienced a seizure while admitted, you are NOT allowed to drive by law. •No contact sports until cleared by your neurosurgeon. You should avoid contact sports for 6 months. Medications •Please do NOT take any blood thinning medication (Aspirin, Ibuprofen, Plavix, Coumadin) until cleared by the neurosurgeon. •You have been discharged on Keppra (Levetiracetam). This medication helps to prevent seizures. Please continue this medication as indicated on your discharge instruction. It is important that you take this medication consistently and on time. •You may use Acetaminophen (Tylenol) for minor discomfort if you are not otherwise restricted from taking this medication. What You ___ Experience: •You may experience headaches and incisional pain. •You may also experience some post-operative swelling around your face and eyes. This is normal after surgery and most noticeable on the second and third day of surgery. You apply ice or a cool or warm washcloth to your eyes to help with the swelling. The swelling will be its worse in the morning after laying flat from sleeping but decrease when up. •You may experience soreness with chewing. This is normal from the surgery and will improve with time. Softer foods may be easier during this time. •Feeling more tired or restlessness is also common. •Constipation is common. Be sure to drink plenty of fluids and eat a high-fiber diet. If you are taking narcotics (prescription pain medications), try an over-the-counter stool softener. When to Call Your Doctor at ___ for: •Severe pain, swelling, redness or drainage from the incision site. •Fever greater than 101.5 degrees Fahrenheit •Nausea and/or vomiting •Extreme sleepiness and not being able to stay awake •Severe headaches not relieved by pain relievers •Seizures •Any new problems with your vision or ability to speak •Weakness or changes in sensation in your face, arms, or leg Call ___ and go to the nearest Emergency Room if you experience any of the following: •Sudden numbness or weakness in the face, arm, or leg •Sudden confusion or trouble speaking or understanding •Sudden trouble walking, dizziness, or loss of balance or coordination •Sudden severe headaches with no known reason Followup Instructions: ___ ## Procedures on International Classification of Diseases [2123-06-16 00:00:00] - Procedures: Insertion of Infusion Device into Superior Vena Cava, Percutaneous Approach - Ccs Type: Other vascular catheterization; not heart ## Labotary Test Events [2123-06-16 08:30:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Alanine Aminotransferase (ALT) | 131.0 | IU/L | 0.0 | 40.0 | abnormal | nan | | Albumin | 3.5 | g/dL | 3.5 | 5.2 | nan | nan | | Alkaline Phosphatase | 389.0 | IU/L | 40.0 | 130.0 | abnormal | nan | | Anion Gap | 16.0 | mEq/L | 8.0 | 16.0 | nan | NEW CALCULATION AND REFERENCE RANGE AS OF ___. | | Asparate Aminotransferase (AST) | 173.0 | IU/L | 0.0 | 40.0 | abnormal | nan | | Bicarbonate | 20.0 | mEq/L | 22.0 | 32.0 | abnormal | nan | | Bilirubin, Total | 0.4 | mg/dL | 0.0 | 1.5 | nan | nan | | Calcium, Total | 9.0 | mg/dL | 8.4 | 10.3 | nan | nan | | Chloride | 79.0 | mEq/L | 96.0 | 108.0 | abnormal | ___ | | Cortisol | 16.0 | ug/dL | 2.0 | 20.0 | nan | New Reference Range as of ___. Normal Diurnal Pattern: 7-10AM 6.0-18.4 ug/dL / 4-8PM 2.7-10.5 ug/dL. | | Creatinine | 1.0 | mg/dL | 0.5 | 1.2 | nan | nan | | Estimated GFR (MDRD equation) | nan | nan | nan | nan | nan | Using this patient's age, gender, and serum creatinine value of 1.0, . estimated GFR (eGFR) is likely >75 mL/min/1.73 m2, . provided the serum creatinine value is stable. . (Patients with more muscle mass and better nutritional status are more . likely to be at the higher end of this range.) . An eGFR < 60 suggests kidney disease in those below the age of 65 . and there may be kidney disease in those over 65.. | | Globulin | 2.4 | g/dL | 2.0 | 4.0 | nan | nan | | H | 19.0 | nan | nan | nan | nan | nan | | Hepatitis B Surface Antibody | nan | nan | nan | nan | nan | NEG. | | Hepatitis B Surface Antigen | nan | nan | nan | nan | nan | NEG. | | Hepatitis B Virus Core Antibody | nan | nan | nan | nan | nan | NEG. | | Hepatitis C Virus Antibody | nan | nan | nan | nan | nan | NEG. | | I | 0.0 | nan | nan | nan | nan | nan | | Magnesium | 1.7 | mg/dL | 1.6 | 2.6 | nan | nan | | Osmolality, Measured | 245.0 | mOsm/kg | 275.0 | 310.0 | abnormal | ___ | | Phosphate | 3.0 | mg/dL | 2.7 | 4.5 | nan | nan | | Potassium | 5.3 | mEq/L | 3.3 | 5.1 | abnormal | nan | | Protein, Total | 5.9 | g/dL | 6.4 | 8.3 | abnormal | nan | | Sodium | 115.0 | mEq/L | 133.0 | 145.0 | abnormal | ___ | | Thyroid Stimulating Hormone | 30.0 | uIU/mL | 0.27 | 4.2 | abnormal | nan | | Thyroxine (T4), Free | 0.4 | ng/dL | 0.93 | 1.7 | abnormal | nan | | Urea Nitrogen | 21.0 | mg/dL | 6.0 | 20.0 | abnormal | nan | | HPE1 | 0.519 | nan | nan | nan | nan | nan | | HPE2 | nan | nan | nan | nan | nan | ___ | | HPE3 | 1.84 | nan | nan | nan | nan | nan | | HPE7 | 0.034 | nan | nan | nan | nan | nan | | L | 10.0 | nan | nan | nan | nan | nan | | Absolute Lymphocyte Count | 0.59 | K/uL | 1.2 | 3.7 | abnormal | nan | | Anisocytosis | nan | nan | nan | nan | nan | NORMAL. | | Atypical Lymphocytes | 0.0 | % | 0.0 | 0.0 | nan | nan | | Bands | 1.0 | % | 0.0 | 5.0 | nan | nan | | Basophils | 2.0 | % | 0.0 | 1.0 | abnormal | nan | | Eosinophils | 1.0 | % | 1.0 | 7.0 | nan | nan | | Hematocrit | 37.0 | % | 40.0 | 51.0 | abnormal | nan | | Hemoglobin | 13.2 | g/dL | 13.7 | 17.5 | abnormal | nan | | Hypochromia | nan | nan | nan | nan | nan | NORMAL. | | Lymphocytes | 4.0 | % | 19.0 | 53.0 | abnormal | nan | | Macrocytes | nan | nan | nan | nan | nan | NORMAL. | | MCH | 31.5 | pg | 26.0 | 32.0 | nan | nan | | MCHC | 35.7 | g/dL | 32.0 | 37.0 | nan | nan | | MCV | 88.0 | fL | 82.0 | 98.0 | nan | VERIFIED. | | Metamyelocytes | 1.0 | % | 0.0 | 0.0 | abnormal | nan | | Microcytes | nan | nan | nan | nan | nan | NORMAL. | | Monocytes | 4.0 | % | 5.0 | 13.0 | abnormal | nan | | Myelocytes | 0.0 | % | 0.0 | 0.0 | nan | nan | | Neutrophils | 87.0 | % | 34.0 | 71.0 | abnormal | nan | | Platelet Count | 268.0 | K/uL | 150.0 | 400.0 | nan | nan | | Platelet Smear | nan | nan | nan | nan | nan | NORMAL. | | Poikilocytosis | nan | nan | nan | nan | abnormal | OCCASIONAL*. | | Polychromasia | nan | nan | nan | nan | nan | NORMAL. | | RDW | 13.0 | % | 10.5 | 15.5 | nan | nan | | Red Blood Cells | 4.19 | m/uL | 4.6 | 6.1 | abnormal | nan | | White Blood Cells | 14.7 | K/uL | 4.0 | 10.0 | abnormal | nan | | Absolute Basophil Count | 0.29 | K/uL | 0.01 | 0.08 | abnormal | nan | | Absolute Eosinophil Count | 0.15 | K/uL | 0.04 | 0.54 | nan | nan | | Absolute Monocyte Count | 0.59 | K/uL | 0.2 | 0.8 | nan | nan | | Absolute Neutrophil Count | 12.94 | K/uL | 1.6 | 6.1 | abnormal | nan | | Echinocytes | nan | nan | nan | nan | abnormal | ___ | | RDW-SD | 42.1 | fL | 35.1 | 46.3 | nan | nan | | Glucose | 82.0 | mg/dL | 70.0 | 100.0 | nan | If fasting, 70-100 normal, >125 provisional diabetes. | | H | 45.0 | nan | nan | nan | nan | nan | | I | 0.0 | nan | nan | nan | nan | nan | | L | 6.0 | nan | nan | nan | nan | nan | ## Transfers [2123-06-16 11:14:00] - Eventtype: ED - Careunit: Emergency Department ## EDstays [2123-06-16 11:14:00] - Gender: M - Race: WHITE ## Triage [2123-06-16 11:14:01] - Temperature: 97.7 - Heartrate: 80.0 - Resprate: 18.0 - O2Sat: 91.0 - Sbp: 114.0 - Dbp: 74.0 - Pain: 0 - Acuity: 2.0 - Chiefcomplaint: Fatigue ## Vitalsign [2123-06-16 11:16:00] | Temperature | Heartrate | Resprate | O2Sat | Sbp | Dbp | Pain | Rhythm | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | 97.7 | 80.0 | 18.0 | 91.0 | 114.0 | 74.0 | 0 | nan | | nan | 82.0 | 20.0 | 98.0 | 118.0 | 80.0 | 0 | nan | ## Provider Order Entry [2123-06-16 12:34:36] | Order_Type | Order_Subtype | | ------ | ------ | | Lab | nan | | Radiology | General Xray | | Lab | nan | | Lab | nan | | Lab | nan | | Lab | nan | | Lab | nan | | Lab | nan | ## Labotary Test Events [2123-06-16 12:50:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Green Top Hold (plasma) | nan | nan | nan | nan | nan | ___ | | Blue Top Hold | nan | nan | nan | nan | nan | ___ | | Light Green Top Hold | nan | nan | nan | nan | nan | HOLD. | | Red Top Hold | nan | nan | nan | nan | nan | HOLD. | | Anion Gap | 18.0 | mEq/L | 8.0 | 16.0 | abnormal | New calculation and Reference range as of ___. | | Bicarbonate | 20.0 | mEq/L | 22.0 | 32.0 | abnormal | nan | | Chloride | 78.0 | mEq/L | 96.0 | 108.0 | abnormal | ___ | | Creatinine | 1.0 | mg/dL | 0.5 | 1.2 | nan | nan | | Glucose | 74.0 | mg/dL | 70.0 | 100.0 | nan | If fasting, 70-100 normal, >125 provisional diabetes. | | H | 13.0 | nan | nan | nan | nan | nan | | I | 0.0 | nan | nan | nan | nan | nan | | Potassium | 5.5 | mEq/L | 3.3 | 5.1 | abnormal | nan | | Red Top Hold | nan | nan | nan | nan | nan | HOLD. | | Sodium | 113.0 | mEq/L | 133.0 | 145.0 | abnormal | ___ | | Urea Nitrogen | 24.0 | mg/dL | 6.0 | 20.0 | abnormal | nan | | L | 6.0 | nan | nan | nan | nan | nan | | EDTA Hold | nan | nan | nan | nan | nan | HOLD. DISCARD GREATER THAN 8 HOURS OLD. | ## Microbiology Test Events [2123-06-16 12:50:00] - Test_Name: Blood Culture, Routine - Dilution_Text: nan - Interpretation: nan - Comments: NO GROWTH. - Ab_Name: nan ## Medrecon [2123-06-16 12:55:00] | Name | Atc Type | | ------ | ------ | | acetaminophen [Acetaminophen Extra Strength] | None | | bisacodyl | bisacodyl | | dexamethasone | nan | | docusate sodium [Colace] | docusate sodium | | folic acid | folic acid | | levetiracetam [Keppra] | levetiracetam | | metoprolol tartrate | nan | | naproxen sodium [Aleve] | naproxen | | nicotine [Nicoderm CQ] | nicotine | | omeprazole | omeprazole | | pediatric multivit-iron-min [Multi-Vitamins with Iron] | None | | quetiapine | quetiapine | | quetiapine | quetiapine | | sennosides [senna] | senna glycosides | | sodium chloride | None | | thiamine HCl (vitamin B1) | thiamine (vit B<n>1</n>) | ## Labotary Test Events [2123-06-16 12:59:00] - Item_Name: Lactate - Valuenum: 2.4 - Valueuom: mmol/L - Ref_Range_Lower: 0.5 - Ref_Range_Upper: 2.0 - Flag: abnormal - Comments: nan ## Radiology Examinations [2123-06-16 13:10:00] - Note_Type: RR - Exam_Name: ['CHEST (PORTABLE AP)'] - Text: EXAMINATION: CHEST (PORTABLE AP) INDICATION: ___ year old man with NSCLC p/w fatigue, drowsiness// infectious process? TECHNIQUE: Single frontal view of the chest COMPARISON: Chest radiograph from ___ and PET-CT from ___ FINDINGS: Persistent left lower lobe pulmonary opacity which appears slightly more dense may represent pulmonary mass in this patient with reported history of non small cell lung cancer. Underlying infectious process is not excluded. No new focal consolidation is seen. There is no large pleural effusion or pneumothorax. Cardiac and mediastinal silhouettes are stable. There has been interval removal of a previously seen right-sided PICC. IMPRESSION: Persistent left lower lobe opacity appears slightly more dense and defined, and may represent pulmonary mass in this patient with reported history of non-small cell lung cancer; underlying infectious process is not excluded. ## Microbiology Test Events [2123-06-16 13:25:00] - Test_Name: Blood Culture, Routine - Dilution_Text: nan - Interpretation: nan - Comments: NO GROWTH. - Ab_Name: nan ## Vitalsign [2123-06-16 13:30:00] - Temperature: nan - Heartrate: 86.0 - Resprate: 20.0 - O2Sat: 97.0 - Sbp: 127.0 - Dbp: 76.0 - Pain: 0 - Rhythm: nan ## Provider Order Entry [2123-06-16 13:40:09] - Order_Type: Lab - Order_Subtype: nan ## Labotary Test Events [2123-06-16 13:48:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Hematocrit | 35.7 | % | 40.0 | 51.0 | abnormal | nan | | Hemoglobin | 12.7 | g/dL | 13.7 | 17.5 | abnormal | nan | | MCH | 31.6 | pg | 26.0 | 32.0 | nan | nan | | MCHC | 35.6 | g/dL | 32.0 | 37.0 | nan | nan | | MCV | 89.0 | fL | 82.0 | 98.0 | nan | nan | | Platelet Count | 257.0 | K/uL | 150.0 | 400.0 | nan | nan | | RDW | 13.1 | % | 10.5 | 15.5 | nan | nan | | Red Blood Cells | 4.02 | m/uL | 4.6 | 6.1 | abnormal | nan | | White Blood Cells | 16.2 | K/uL | 4.0 | 10.0 | abnormal | nan | | RDW-SD | 42.8 | fL | 35.1 | 46.3 | nan | nan |
EW EMER.
[ "EW EMER.", "ELECTIVE", "SURGICAL SAME DAY ADMISSION", "DIRECT OBSERVATION", "EU OBSERVATION", "DIRECT EMER.", "AMBULATORY OBSERVATION", "OBSERVATION ADMIT" ]
{ "target_key": "admission_type", "metric": "em", "task_type": "decision_making", "task": "admissions", "event": "admissions", "target": "[\"EW EMER.\"]", "label": [ "EW EMER." ] }
12
Given the sequence of events that have occurred in a hospital, please give the next Admissions suggestion for the patiens.
## Patient Demographics [None] - Anchor_Age: 47 - Gender: F ## EDstays [2133-12-03 18:06:00] - Gender: F - Race: BLACK/AFRICAN AMERICAN ## Triage [2133-12-03 18:06:01] - Temperature: 98.0 - Heartrate: 78.0 - Resprate: 18.0 - O2Sat: 99.0 - Sbp: 145.0 - Dbp: 87.0 - Pain: 10 - Acuity: 3.0 - Chiefcomplaint: Lower back pain, Dizziness ## Labotary Test Events [2133-12-03 19:20:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Bacteria | nan | nan | nan | nan | nan | NONE. | | Bilirubin | nan | mg/dL | nan | nan | nan | NEG. | | Blood | nan | nan | nan | nan | nan | NEG. | | Epithelial Cells | 2.0 | #/hpf | nan | nan | nan | nan | | Glucose | nan | mg/dL | nan | nan | nan | NEG. | | Ketone | 10.0 | mg/dL | nan | nan | nan | nan | | Leukocytes | nan | nan | nan | nan | nan | TR. | | Nitrite | nan | nan | nan | nan | nan | NEG. | | pH | 6.0 | units | 5.0 | 8.0 | nan | nan | | Protein | 30.0 | mg/dL | nan | nan | nan | nan | | RBC | 1.0 | #/hpf | 0.0 | 2.0 | nan | nan | | Specific Gravity | 1.03 | | 1.001 | 1.035 | nan | nan | | Urine Appearance | nan | nan | nan | nan | nan | Clear. | | Urine Color | nan | nan | nan | nan | nan | Yellow. | | Urine Mucous | nan | nan | nan | nan | nan | RARE. | | Urobilinogen | 2.0 | mg/dL | 0.2 | 1.0 | abnormal | nan | | WBC | 1.0 | #/hpf | 0.0 | 5.0 | nan | nan | | Yeast | nan | nan | nan | nan | nan | nan | | HCG, Urine, Qualitative | nan | +/- | nan | nan | nan | NEGATIVE. FOR QUANTITATION OF POSITIVES, SEND SERUM FOR HCG. | | Length of Urine Collection | nan | nan | nan | nan | nan | RANDOM. | | Length of Urine Collection | nan | nan | nan | nan | nan | RANDOM. | | Urine tube, held | nan | nan | nan | nan | nan | ___ | ## Medrecon [2133-12-03 19:20:00] - Name: hydrochlorothiazide - Atc Type: None ## Labotary Test Events [2133-12-03 19:30:00] | Item_Name | Valuenum | Valueuom | Ref_Range_Lower | Ref_Range_Upper | Flag | Comments | | ------ | ------ | ------ | ------ | ------ | ------ | ------ | | Green Top Hold (plasma) | nan | nan | nan | nan | nan | ___ | | Basophils | 0.2 | % | 0.0 | 2.0 | nan | nan | | Eosinophils | 0.9 | % | 0.0 | 4.0 | nan | nan | | Hematocrit | 40.6 | % | 36.0 | 48.0 | nan | nan | | Hemoglobin | 12.3 | g/dL | 12.0 | 16.0 | nan | nan | | Lymphocytes | 54.1 | % | 18.0 | 42.0 | abnormal | nan | | MCH | 23.9 | pg | 27.0 | 32.0 | abnormal | nan | | MCHC | 30.3 | % | 31.0 | 35.0 | abnormal | nan | | MCV | 79.0 | fL | 82.0 | 98.0 | abnormal | nan | | Monocytes | 4.1 | % | 2.0 | 11.0 | nan | nan | | Neutrophils | 40.8 | % | 50.0 | 70.0 | abnormal | nan | | Platelet Count | 218.0 | K/uL | 150.0 | 440.0 | nan | nan | | RDW | 14.7 | % | 10.5 | 15.5 | nan | nan | | Red Blood Cells | 5.14 | m/uL | 4.2 | 5.4 | nan | nan | | White Blood Cells | 6.7 | K/uL | 4.0 | 11.0 | nan | nan | | Blue Top Hold | nan | nan | nan | nan | nan | ___ | | Anion Gap | 14.0 | mEq/L | 8.0 | 20.0 | nan | nan | | Bicarbonate | 28.0 | mEq/L | 22.0 | 32.0 | nan | nan | | Chloride | 105.0 | mEq/L | 96.0 | 108.0 | nan | nan | | Creatinine | 0.8 | mg/dL | 0.4 | 1.1 | nan | nan | | Estimated GFR (MDRD equation) | nan | nan | nan | nan | nan | Using this patient's age, gender, and serum creatinine value of 0.8,. Estimated GFR = >75 if non African-American (mL/min/1.73 m2). Estimated GFR = >75 if African-American (mL/min/1.73 m2). For comparison, mean GFR for age group 40-49 is 99 (mL/min/1.73 m2). GFR<60 = Chronic Kidney Disease, GFR<15 = Kidney Failure. | | Glucose | 80.0 | mg/dL | 70.0 | 100.0 | nan | IF FASTING, 70-100 NORMAL, >125 PROVISIONAL DIABETES. | | Potassium | 4.8 | mEq/L | 3.3 | 5.1 | nan | nan | | Sodium | 142.0 | mEq/L | 133.0 | 145.0 | nan | nan | | Urea Nitrogen | 19.0 | mg/dL | 6.0 | 20.0 | nan | nan | | Light Green Top Hold | nan | nan | nan | nan | nan | HOLD. | ## Pyxis [2133-12-03 19:31:00] | Name | | ------ | | OxyCODONE (Immediate Release) | | Diazepam | | OxyCODONE (Immediate Release) | | Diazepam | ## Vitalsign [2133-12-03 21:12:00] - Temperature: 98.0 - Heartrate: 70.0 - Resprate: 16.0 - O2Sat: 99.0 - Sbp: 140.0 - Dbp: 99.0 - Pain: nan - Rhythm: nan ## ED Diagnoses on International Classification of Diseases [2133-12-03 21:24:00] | Icd_Title | Ccs Type | | ------ | ------ | | OTHER CHRONIC PAIN | Other nervous system disorders | | LUMBAGO | Spondylosis; intervertebral disc disorders; other back problems | ## Online Medical Record [2134-01-20 00:00:00] | Result_Name | Result_Value | | ------ | ------ | | Blood Pressure | 120/69 | | BMI (kg/m2) | 33.3 | | Height (Inches) | 64 | | Weight (Lbs) | 194 | ## Radiology Examinations [2134-01-20 08:09:00] | Note_Type | Exam_Name | Text | | ------ | ------ | ------ | | RR | ['L-SPINE (AP,LAT,FLEX,EXT)'] | INDICATION: ___ year old woman with low back pain // evaluate lumbar spine COMPARISON: None available. FINDINGS: AP and lateral views of the lumbar spine show no displacement on flexion and extension views. Minimal spurring is noted anterior at multiple levels. The SI joints are preserved. Though the left iliac wing is only partially visualized, no suspicious lytic or sclerotic osseous lesions are noted IMPRESSION: Mild degenerative changes of the lumbar spine noted above. | | RR | ['LUMBAR SINGLE VIEW IN OR', '-76 BY SAME PHYSICIAN'] | EXAMINATION: LUMBAR SINGLE VIEW IN OR INDICATION: L5-S1 microdiskectomy. COMPARISON: Radiographs from ___. FINDINGS: 2 lateral views of the lumbar spine from the operating room have been submitted for dictation. On both images, there are posterior marker at the level of the L5/S1 disc space. This disk space is slightly narrowed. There are no compression deformities or abnormal ___ or ___. IMPRESSION: Intraoperative localization at L5/S1 in anticipation of lumbar surgery. | ## Procedures on International Classification of Diseases [2134-02-22 00:00:00] | Procedures | Ccs Type | | ------ | ------ | | Excision of intervertebral disc | Laminectomy; excision intervertebral disc | | Closure of skin and subcutaneous tissue of other sites | Suture of skin and subcutaneous tissue | | Other fasciectomy | Other therapeutic procedures on muscles and tendons | | Open biopsy of soft tissue | Other diagnostic procedures on musculoskeletal system |
DIRECT OBSERVATION
[ "EW EMER.", "SURGICAL SAME DAY ADMISSION", "OBSERVATION ADMIT", "EU OBSERVATION", "ELECTIVE", "DIRECT OBSERVATION", "DIRECT EMER.", "AMBULATORY OBSERVATION" ]
{ "target_key": "admission_type", "metric": "em", "task_type": "decision_making", "task": "admissions", "event": "admissions", "target": "[\"DIRECT OBSERVATION\"]", "label": [ "DIRECT OBSERVATION" ] }
End of preview.

EHR-R1: A Reasoning-Enhanced Foundational Language Model for Electronic Health Record Analysis

This repository contains the EHR-Bench dataset, as presented in the paper EHR-R1: A Reasoning-Enhanced Foundational Language Model for Electronic Health Record Analysis.

EHR-Bench is a new, comprehensive benchmark introduced to rigorously evaluate Large Language Models (LLMs) on Electronic Health Record (EHR) analysis tasks.

  • Source and Purpose: It is derived from the MIMIC-IV dataset and serves as the primary in-distribution benchmark for the EHR-R1 model. Its goal is to provide a balanced and comprehensive assessment of both reasoning and task-specific performance across a broad spectrum of clinically relevant settings, mirroring real-world EHR challenges.
  • Composition: The benchmark spans 42 distinct tasks organized into two major types:
    • Decision-Making Tasks (24 tasks): These are generative problems that require the model to recommend the next appropriate intervention given a specific medical event. They include tasks like diagnosis, treatment, and service recommendation.
    • Risk-Prediction Tasks (18 tasks): These are binary classification problems where the model forecasts the occurrence of a significant medical event within a specified horizon. They cover subtypes such as mortality, readmission, and length of stay.
  • Paper: https://huggingface.co/papers/2510.25628
  • GitHub Repository: https://github.com/MAGIC-AI4Med/EHR-R1

EHR-R1 Teaser Image

Structure

Each item in the jsonl file contains the key as below:

  • idx: Unique ID for each sample
  • instruction: Task instruction; the instruction is the same if the task is the same
  • input: EHR input after text serialization
  • output: Output used for training (this item is not useful for the test set)
  • candidates: Candidate options provided for the untrained model
  • task_info: Task-related information is included in this item, including:
    • target_key: The column name from the EHR used to retrieve the prediction label; this item is None for the risk prediction task
    • events: Event types related to the prediction label
    • metric: The metric used to calculate the score for this task
    • target: The raw label in string format
    • label: The label used to calculate the score

To prevent the leakage of native data information within the MIMIC-IV dataset, we removed information such as subject_id, harm_id, and other details that might link to the original MIMIC-IV data. The complete dataset can be found in MIMIC-IV-Ext-EHR-Analysis on PhysioNet (not yet released).

📖 Citation

If you find our work helpful or inspiring, please feel free to cite it:

@article{liao2025ehrr1,
  title={{EHR-R1: A Reasoning-Enhanced Foundational Language Model for Electronic Health Record Analysis}},
  author={Liao, Yusheng and Wu, Chaoyi and Liu, Junwei and Jiang, Shuyang and Qiu, Pengcheng and Wang, Haowen and Yue, Yun and Zhen, Shuai and Wang, Jian and Fan, Qianrui and Gu, Jinjie and Zhang, Ya and Wang, Yanfeng and Wang, Yu and Xie, Weidi},
  journal={arXiv preprint arXiv:2510.25628},
  year={2025}
}
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