Datasets:

WitnessDataFactory
/

cardiology-1k

record_id stringlengths 36 36	domain stringclasses 1 value	category stringclasses 8 values	note_type stringclasses 5 values	patient_age int64 18 85	patient_gender stringclasses 3 values	primary_label stringclasses 6 values	labels dict	consensus_score float64 0.97 1	inter_annotator_agreement float64 0.91 1	macro_f1 float64 0.95 0.99	model_scores dict	passes_quality_gate bool 1 class	generation_method stringclasses 1 value	generated_at stringlengths 27 27	phi_present bool 1 class	hipaa_compliant bool 1 class
d23c3ab0-e356-4ca4-9948-76da40a7e570	cardiology	Coronary Artery Disease	Echocardiogram Report	50	Non-binary	lifestyle	{ "category": "Coronary Artery Disease", "confidence": 0.9934, "primary": "lifestyle" }	0.9934	0.9853	0.9808	{ "llama3.3": 0.9883, "mistral": 1, "qwen2.5": 0.9919 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.881670Z	false	true
e8dd9199-5efd-4526-a6dc-441495b27ea9	cardiology	Arrhythmia	EKG Interpretation	77	Non-binary	diagnosis	{ "category": "Arrhythmia", "confidence": 0.9707, "primary": "diagnosis" }	0.9707	0.9857	0.9611	{ "llama3.3": 0.977, "mistral": 0.9654, "qwen2.5": 0.9697 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.881898Z	false	true
24fee696-40e2-4c19-87b6-24bbe2d937b1	cardiology	Peripheral Artery Disease	Discharge Summary	49	Female	monitoring	{ "category": "Peripheral Artery Disease", "confidence": 0.989, "primary": "monitoring" }	0.989	0.9766	0.9773	{ "llama3.3": 0.9836, "mistral": 0.9832, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.882330Z	false	true
ebcc3a3e-0355-4ca0-a203-a5c79eb4d025	cardiology	Arrhythmia	Cardiac Cath Report	37	Non-binary	intervention	{ "category": "Arrhythmia", "confidence": 0.9816, "primary": "intervention" }	0.9816	0.9754	0.973	{ "llama3.3": 0.974, "mistral": 0.9778, "qwen2.5": 0.993 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.882944Z	false	true
d27ce05d-046c-4aee-832d-b500d0b31793	cardiology	Arrhythmia	EKG Interpretation	63	Non-binary	diagnosis	{ "category": "Arrhythmia", "confidence": 0.9812, "primary": "diagnosis" }	0.9812	0.9561	0.9741	{ "llama3.3": 0.9795, "mistral": 0.9643, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.883125Z	false	true
417b8b23-35e4-4161-ab27-3454f5e5425d	cardiology	Arrhythmia	Discharge Summary	37	Male	medication	{ "category": "Arrhythmia", "confidence": 0.9788, "primary": "medication" }	0.9788	0.9826	0.9679	{ "llama3.3": 0.9824, "mistral": 0.9833, "qwen2.5": 0.9706 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.883300Z	false	true
a48f635c-b7ee-4a5e-8687-4a101387370e	cardiology	Hypertension	Cardiac Cath Report	70	Male	risk_stratification	{ "category": "Hypertension", "confidence": 0.977, "primary": "risk_stratification" }	0.977	0.9492	0.9625	{ "llama3.3": 0.9711, "mistral": 1, "qwen2.5": 0.9598 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.883565Z	false	true
f437babe-07b6-4760-9526-32df0e7d9cb1	cardiology	Hypertension	Cardiac Cath Report	22	Male	intervention	{ "category": "Hypertension", "confidence": 0.9836, "primary": "intervention" }	0.9836	0.9837	0.9693	{ "llama3.3": 0.9895, "mistral": 0.9764, "qwen2.5": 0.9849 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.883755Z	false	true
a1c70f5d-0b0c-49a9-8666-105c79d61be5	cardiology	Peripheral Artery Disease	EKG Interpretation	41	Non-binary	monitoring	{ "category": "Peripheral Artery Disease", "confidence": 0.9709, "primary": "monitoring" }	0.9709	0.9633	0.9607	{ "llama3.3": 0.9587, "mistral": 0.9664, "qwen2.5": 0.9876 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.883936Z	false	true
42739bfd-96ad-4f4f-9f2d-f4ce335db437	cardiology	Atrial Fibrillation	Cardiology Consult	35	Non-binary	medication	{ "category": "Atrial Fibrillation", "confidence": 0.9773, "primary": "medication" }	0.9773	0.9836	0.9586	{ "llama3.3": 0.985, "mistral": 0.9747, "qwen2.5": 0.9723 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.884328Z	false	true
a45bd4a3-3fc8-411d-9827-ed6289c0afc1	cardiology	Hypertension	Echocardiogram Report	33	Male	monitoring	{ "category": "Hypertension", "confidence": 0.9708, "primary": "monitoring" }	0.9708	0.9406	0.9599	{ "llama3.3": 0.9719, "mistral": 0.946, "qwen2.5": 0.9945 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.884592Z	false	true
322cd9cf-a5d1-43a6-b123-3c91a0f080d0	cardiology	Peripheral Artery Disease	Discharge Summary	62	Male	diagnosis	{ "category": "Peripheral Artery Disease", "confidence": 0.9777, "primary": "diagnosis" }	0.9777	0.9788	0.9646	{ "llama3.3": 0.9778, "mistral": 0.969, "qwen2.5": 0.9863 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.885764Z	false	true
caaa6bc4-0d71-4580-8440-1d1ca683dbb7	cardiology	Heart Failure	Cardiology Consult	34	Non-binary	lifestyle	{ "category": "Heart Failure", "confidence": 0.9765, "primary": "lifestyle" }	0.9765	0.9772	0.9615	{ "llama3.3": 0.9744, "mistral": 0.9684, "qwen2.5": 0.9867 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.885946Z	false	true
72d8c8eb-0caf-46b1-b5c0-4a4d5f928ec3	cardiology	Coronary Artery Disease	EKG Interpretation	60	Female	risk_stratification	{ "category": "Coronary Artery Disease", "confidence": 0.98, "primary": "risk_stratification" }	0.98	0.9631	0.9629	{ "llama3.3": 0.9964, "mistral": 0.9667, "qwen2.5": 0.9769 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.886125Z	false	true
4e53c99f-651a-4381-aef3-70c0ab5615be	cardiology	Arrhythmia	Cardiology Consult	71	Male	intervention	{ "category": "Arrhythmia", "confidence": 0.9865, "primary": "intervention" }	0.9865	0.9672	0.9762	{ "llama3.3": 1, "mistral": 0.9862, "qwen2.5": 0.9732 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.886302Z	false	true
45d5e0df-5438-49b7-9573-b2dce3acf3a4	cardiology	Valvular Disease	Cardiology Consult	23	Female	medication	{ "category": "Valvular Disease", "confidence": 0.9744, "primary": "medication" }	0.9744	0.9654	0.9622	{ "llama3.3": 0.99, "mistral": 0.9624, "qwen2.5": 0.971 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.886564Z	false	true
41243ff2-ee5d-4726-b72d-86b486113021	cardiology	Arrhythmia	EKG Interpretation	28	Male	intervention	{ "category": "Arrhythmia", "confidence": 0.9749, "primary": "intervention" }	0.9749	0.9868	0.9654	{ "llama3.3": 0.9789, "mistral": 0.9687, "qwen2.5": 0.9769 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.886754Z	false	true
ee5232ef-12ab-45db-921f-bbe53e5060ed	cardiology	Coronary Artery Disease	Discharge Summary	76	Male	lifestyle	{ "category": "Coronary Artery Disease", "confidence": 0.9725, "primary": "lifestyle" }	0.9725	0.9574	0.9673	{ "llama3.3": 0.9527, "mistral": 0.9854, "qwen2.5": 0.9795 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.886938Z	false	true
e84ca17a-ddbe-4c19-a3ed-820dddfb48e8	cardiology	Coronary Artery Disease	Echocardiogram Report	61	Male	medication	{ "category": "Coronary Artery Disease", "confidence": 0.9711, "primary": "medication" }	0.9711	0.9631	0.9538	{ "llama3.3": 0.9629, "mistral": 0.9884, "qwen2.5": 0.9619 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.887300Z	false	true
0c8f0eb7-308a-4ef0-957f-e273f7e06734	cardiology	Arrhythmia	Cardiology Consult	75	Female	monitoring	{ "category": "Arrhythmia", "confidence": 0.972, "primary": "monitoring" }	0.972	0.9604	0.9663	{ "llama3.3": 0.954, "mistral": 0.9853, "qwen2.5": 0.9768 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.887992Z	false	true
a3f2d58a-9039-4cdf-a745-1e254703e793	cardiology	Cardiomyopathy	Cardiac Cath Report	55	Male	diagnosis	{ "category": "Cardiomyopathy", "confidence": 0.9893, "primary": "diagnosis" }	0.9893	0.9768	0.9714	{ "llama3.3": 1, "mistral": 0.9858, "qwen2.5": 0.982 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.888174Z	false	true
279adc63-89ff-43eb-9788-9abb6578f9cc	cardiology	Valvular Disease	Echocardiogram Report	59	Female	intervention	{ "category": "Valvular Disease", "confidence": 0.983, "primary": "intervention" }	0.983	0.995	0.974	{ "llama3.3": 0.9822, "mistral": 0.9815, "qwen2.5": 0.9853 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.888439Z	false	true
dbf992f2-3c0d-4658-95c7-14f5f7a9a80a	cardiology	Peripheral Artery Disease	Discharge Summary	48	Non-binary	intervention	{ "category": "Peripheral Artery Disease", "confidence": 0.9908, "primary": "intervention" }	0.9908	0.9798	0.975	{ "llama3.3": 0.9841, "mistral": 0.9882, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.888657Z	false	true
5debd261-f242-41a0-98e0-5c623dc30fbd	cardiology	Valvular Disease	EKG Interpretation	26	Non-binary	intervention	{ "category": "Valvular Disease", "confidence": 0.9907, "primary": "intervention" }	0.9907	0.9869	0.9853	{ "llama3.3": 0.9866, "mistral": 0.9887, "qwen2.5": 0.9967 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.888840Z	false	true
818f5358-545c-4faa-b79e-524452995038	cardiology	Heart Failure	EKG Interpretation	31	Female	intervention	{ "category": "Heart Failure", "confidence": 0.9738, "primary": "intervention" }	0.9738	0.9798	0.9649	{ "llama3.3": 0.9736, "mistral": 0.9822, "qwen2.5": 0.9657 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.889020Z	false	true
741d8e13-b2a3-4fb0-a3ce-a40432678cf1	cardiology	Arrhythmia	Cardiac Cath Report	45	Female	risk_stratification	{ "category": "Arrhythmia", "confidence": 0.9815, "primary": "risk_stratification" }	0.9815	0.9593	0.9661	{ "llama3.3": 1, "mistral": 0.9765, "qwen2.5": 0.9679 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.889352Z	false	true
271e1b31-1dc2-4bdb-b310-c003c548277b	cardiology	Coronary Artery Disease	Cardiac Cath Report	22	Non-binary	monitoring	{ "category": "Coronary Artery Disease", "confidence": 0.9716, "primary": "monitoring" }	0.9716	0.9629	0.965	{ "llama3.3": 0.9709, "mistral": 0.9872, "qwen2.5": 0.9569 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.889521Z	false	true
d91415a0-2243-4ad5-8970-7d9900c21d28	cardiology	Heart Failure	Echocardiogram Report	79	Non-binary	lifestyle	{ "category": "Heart Failure", "confidence": 0.9776, "primary": "lifestyle" }	0.9776	0.963	0.9607	{ "llama3.3": 0.9639, "mistral": 0.9751, "qwen2.5": 0.9938 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.889659Z	false	true
f9e1be40-212b-4654-80de-4f43fbe00ba6	cardiology	Valvular Disease	EKG Interpretation	57	Non-binary	risk_stratification	{ "category": "Valvular Disease", "confidence": 0.9741, "primary": "risk_stratification" }	0.9741	0.9742	0.9616	{ "llama3.3": 0.9624, "mistral": 0.9829, "qwen2.5": 0.9769 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.889925Z	false	true
79ca4b5d-960b-464d-ab32-947410d9271d	cardiology	Peripheral Artery Disease	Cardiology Consult	49	Male	lifestyle	{ "category": "Peripheral Artery Disease", "confidence": 0.9946, "primary": "lifestyle" }	0.9946	0.9772	0.9859	{ "llama3.3": 1, "mistral": 1, "qwen2.5": 0.9839 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.890057Z	false	true
694b8b1a-787f-4c9f-8b50-9f7da19209ab	cardiology	Heart Failure	Cardiology Consult	69	Female	medication	{ "category": "Heart Failure", "confidence": 0.9717, "primary": "medication" }	0.9717	0.995	0.9564	{ "llama3.3": 0.9695, "mistral": 0.972, "qwen2.5": 0.9735 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.890324Z	false	true
02d3641f-8f71-46cf-9088-b6a2b12cd57c	cardiology	Coronary Artery Disease	EKG Interpretation	55	Male	medication	{ "category": "Coronary Artery Disease", "confidence": 0.9927, "primary": "medication" }	0.9927	0.9692	0.9783	{ "llama3.3": 1, "mistral": 1, "qwen2.5": 0.9782 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.890522Z	false	true
fb359eab-603c-4c9d-9f81-7d638f4bd497	cardiology	Heart Failure	Cardiology Consult	75	Male	intervention	{ "category": "Heart Failure", "confidence": 0.9924, "primary": "intervention" }	0.9924	0.9836	0.9825	{ "llama3.3": 1, "mistral": 0.9899, "qwen2.5": 0.9874 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.890800Z	false	true
f7199aff-af3a-4a57-bef1-7a094a27cb49	cardiology	Arrhythmia	EKG Interpretation	39	Female	diagnosis	{ "category": "Arrhythmia", "confidence": 0.974, "primary": "diagnosis" }	0.974	0.9457	0.9549	{ "llama3.3": 0.9995, "mistral": 0.9601, "qwen2.5": 0.9622 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.890933Z	false	true
e61853bd-2626-47ba-aa8f-f9df3ee90133	cardiology	Valvular Disease	Echocardiogram Report	80	Female	diagnosis	{ "category": "Valvular Disease", "confidence": 0.9947, "primary": "diagnosis" }	0.9947	0.9774	0.9853	{ "llama3.3": 1, "mistral": 0.984, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.891068Z	false	true
cbff2572-4db3-4257-8045-6a05fd82edaf	cardiology	Peripheral Artery Disease	Cardiac Cath Report	68	Non-binary	risk_stratification	{ "category": "Peripheral Artery Disease", "confidence": 0.982, "primary": "risk_stratification" }	0.982	0.961	0.9684	{ "llama3.3": 0.9796, "mistral": 0.9674, "qwen2.5": 0.999 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.891201Z	false	true
234d76f2-fb6e-411e-855d-eaa5fba9c5bf	cardiology	Arrhythmia	Discharge Summary	68	Non-binary	intervention	{ "category": "Arrhythmia", "confidence": 0.9713, "primary": "intervention" }	0.9713	0.9511	0.9623	{ "llama3.3": 0.9893, "mistral": 0.9498, "qwen2.5": 0.9749 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.891368Z	false	true
88076f1c-d011-4698-bee4-887c26fa98e4	cardiology	Peripheral Artery Disease	Discharge Summary	54	Female	risk_stratification	{ "category": "Peripheral Artery Disease", "confidence": 0.9767, "primary": "risk_stratification" }	0.9767	0.9507	0.9697	{ "llama3.3": 0.9646, "mistral": 1, "qwen2.5": 0.9656 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.891563Z	false	true
29d33b74-69fc-4b48-8fb3-c6ebf2308467	cardiology	Hypertension	Discharge Summary	46	Male	diagnosis	{ "category": "Hypertension", "confidence": 0.9702, "primary": "diagnosis" }	0.9702	0.9216	0.9514	{ "llama3.3": 0.9342, "mistral": 0.9808, "qwen2.5": 0.9955 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.891704Z	false	true
20faaa40-fcc5-4281-8296-54228c005108	cardiology	Coronary Artery Disease	Discharge Summary	76	Female	monitoring	{ "category": "Coronary Artery Disease", "confidence": 0.9843, "primary": "monitoring" }	0.9843	0.9778	0.9688	{ "llama3.3": 0.9836, "mistral": 0.9755, "qwen2.5": 0.9936 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.891839Z	false	true
b34c06f7-e0bd-4575-a368-28ddfb45398a	cardiology	Valvular Disease	Discharge Summary	67	Female	risk_stratification	{ "category": "Valvular Disease", "confidence": 0.9806, "primary": "risk_stratification" }	0.9806	0.9782	0.9613	{ "llama3.3": 0.9713, "mistral": 0.9813, "qwen2.5": 0.9891 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.892305Z	false	true
9e0bed9e-25f2-4001-8784-84bc9407f487	cardiology	Valvular Disease	Cardiology Consult	59	Female	medication	{ "category": "Valvular Disease", "confidence": 0.971, "primary": "medication" }	0.971	0.9891	0.9617	{ "llama3.3": 0.9761, "mistral": 0.9681, "qwen2.5": 0.9686 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.892737Z	false	true
b55918aa-f6c7-49d4-9bb7-8f2075dbc3c3	cardiology	Atrial Fibrillation	EKG Interpretation	58	Male	medication	{ "category": "Atrial Fibrillation", "confidence": 0.9761, "primary": "medication" }	0.9761	0.9615	0.9621	{ "llama3.3": 0.9844, "mistral": 0.986, "qwen2.5": 0.958 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.892892Z	false	true
d8d5d932-be97-4bc3-a983-6ca3656efcbc	cardiology	Coronary Artery Disease	EKG Interpretation	61	Male	intervention	{ "category": "Coronary Artery Disease", "confidence": 0.9701, "primary": "intervention" }	0.9701	0.9596	0.9606	{ "llama3.3": 0.953, "mistral": 0.9858, "qwen2.5": 0.9716 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.893025Z	false	true
0c114ea1-73e2-401e-a6a3-be18522bbb24	cardiology	Peripheral Artery Disease	Cardiac Cath Report	43	Female	monitoring	{ "category": "Peripheral Artery Disease", "confidence": 0.9818, "primary": "monitoring" }	0.9818	0.9922	0.9641	{ "llama3.3": 0.9805, "mistral": 0.9796, "qwen2.5": 0.9855 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.893160Z	false	true
33276d91-75fe-4967-a88d-a4ca5bf755cf	cardiology	Arrhythmia	Cardiology Consult	68	Female	risk_stratification	{ "category": "Arrhythmia", "confidence": 0.9807, "primary": "risk_stratification" }	0.9807	0.9629	0.9667	{ "llama3.3": 0.9838, "mistral": 0.9941, "qwen2.5": 0.9643 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.893324Z	false	true
c7119f50-dc65-44aa-9fc5-2cff7b36a4ee	cardiology	Atrial Fibrillation	Cardiology Consult	59	Male	medication	{ "category": "Atrial Fibrillation", "confidence": 0.9701, "primary": "medication" }	0.9701	0.9723	0.9649	{ "llama3.3": 0.9572, "mistral": 0.9749, "qwen2.5": 0.9782 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.893891Z	false	true
f139eb76-8053-44f5-a998-847d792c6eab	cardiology	Arrhythmia	Echocardiogram Report	85	Male	intervention	{ "category": "Arrhythmia", "confidence": 0.9751, "primary": "intervention" }	0.9751	0.9764	0.9621	{ "llama3.3": 0.9806, "mistral": 0.9639, "qwen2.5": 0.9806 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.894158Z	false	true
88332e31-9a90-4ded-b365-f5d5d1065925	cardiology	Peripheral Artery Disease	Cardiology Consult	32	Non-binary	monitoring	{ "category": "Peripheral Artery Disease", "confidence": 0.9772, "primary": "monitoring" }	0.9772	0.9648	0.9588	{ "llama3.3": 0.9938, "mistral": 0.9677, "qwen2.5": 0.9702 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.894434Z	false	true
5c5b265b-c6d4-45dc-8fb9-ee59043b7a2d	cardiology	Coronary Artery Disease	Cardiac Cath Report	69	Non-binary	monitoring	{ "category": "Coronary Artery Disease", "confidence": 0.9783, "primary": "monitoring" }	0.9783	0.9807	0.9584	{ "llama3.3": 0.9726, "mistral": 0.9749, "qwen2.5": 0.9873 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.894546Z	false	true
eac420ac-7907-485a-b1ba-19ba199faa77	cardiology	Heart Failure	Cardiology Consult	72	Male	lifestyle	{ "category": "Heart Failure", "confidence": 0.9922, "primary": "lifestyle" }	0.9922	0.9728	0.982	{ "llama3.3": 0.9794, "mistral": 0.9988, "qwen2.5": 0.9985 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.894651Z	false	true
dd2a66cf-4190-49a6-8d40-7a548339a933	cardiology	Hypertension	EKG Interpretation	73	Male	monitoring	{ "category": "Hypertension", "confidence": 0.9881, "primary": "monitoring" }	0.9881	0.9955	0.982	{ "llama3.3": 0.9901, "mistral": 0.9876, "qwen2.5": 0.9865 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.894961Z	false	true
51327ad5-fc84-4e9a-8455-fdac8531fd70	cardiology	Hypertension	Discharge Summary	33	Non-binary	monitoring	{ "category": "Hypertension", "confidence": 0.984, "primary": "monitoring" }	0.984	0.966	0.9701	{ "llama3.3": 0.9758, "mistral": 0.976, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.895067Z	false	true
841e08a5-963b-4ec1-a8d4-c491ea49027d	cardiology	Atrial Fibrillation	Echocardiogram Report	85	Female	monitoring	{ "category": "Atrial Fibrillation", "confidence": 0.9721, "primary": "monitoring" }	0.9721	0.9931	0.9571	{ "llama3.3": 0.9738, "mistral": 0.9737, "qwen2.5": 0.9689 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.895170Z	false	true
1ed91de6-e7f6-456e-8ed9-9b1d9a98abcc	cardiology	Coronary Artery Disease	Echocardiogram Report	64	Male	risk_stratification	{ "category": "Coronary Artery Disease", "confidence": 0.9818, "primary": "risk_stratification" }	0.9818	0.9511	0.967	{ "llama3.3": 1, "mistral": 0.9849, "qwen2.5": 0.9604 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.895271Z	false	true
be375251-a28c-4869-91b1-9971fc35244e	cardiology	Heart Failure	EKG Interpretation	28	Female	monitoring	{ "category": "Heart Failure", "confidence": 0.9789, "primary": "monitoring" }	0.9789	0.9569	0.9671	{ "llama3.3": 0.9722, "mistral": 0.9656, "qwen2.5": 0.9988 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.895417Z	false	true
1785c221-fbfe-4585-8529-113b214566b8	cardiology	Cardiomyopathy	Cardiology Consult	78	Male	monitoring	{ "category": "Cardiomyopathy", "confidence": 0.9854, "primary": "monitoring" }	0.9854	0.965	0.9709	{ "llama3.3": 0.9715, "mistral": 0.9846, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.895742Z	false	true
32ee1459-6375-4cd1-911c-085481dce59d	cardiology	Hypertension	Discharge Summary	42	Male	intervention	{ "category": "Hypertension", "confidence": 0.9752, "primary": "intervention" }	0.9752	0.9417	0.9557	{ "llama3.3": 0.9755, "mistral": 0.9513, "qwen2.5": 0.9989 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.895847Z	false	true
31e24888-e70e-48cd-a762-679844ba97ac	cardiology	Valvular Disease	Discharge Summary	76	Non-binary	medication	{ "category": "Valvular Disease", "confidence": 0.979, "primary": "medication" }	0.979	0.9377	0.9641	{ "llama3.3": 0.9863, "mistral": 1, "qwen2.5": 0.9507 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.896050Z	false	true
7d6e9cf0-e6a5-4a82-80ba-c094fe7d0a36	cardiology	Atrial Fibrillation	EKG Interpretation	54	Female	lifestyle	{ "category": "Atrial Fibrillation", "confidence": 0.9807, "primary": "lifestyle" }	0.9807	0.9692	0.965	{ "llama3.3": 0.9949, "mistral": 0.9759, "qwen2.5": 0.9712 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.896279Z	false	true
f5fa1db7-0c2c-477d-9f3d-fb373a9c1411	cardiology	Valvular Disease	Echocardiogram Report	76	Non-binary	diagnosis	{ "category": "Valvular Disease", "confidence": 0.9736, "primary": "diagnosis" }	0.9736	0.9724	0.9547	{ "llama3.3": 0.9776, "mistral": 0.9608, "qwen2.5": 0.9823 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.896437Z	false	true
434f3b19-74e0-46be-93a8-046f5e6f77fa	cardiology	Heart Failure	Echocardiogram Report	19	Male	monitoring	{ "category": "Heart Failure", "confidence": 0.974, "primary": "monitoring" }	0.974	0.9982	0.9671	{ "llama3.3": 0.9745, "mistral": 0.9731, "qwen2.5": 0.9744 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.896655Z	false	true
0711b287-504f-4ab6-9628-db291a1edaee	cardiology	Hypertension	Cardiology Consult	75	Non-binary	medication	{ "category": "Hypertension", "confidence": 0.9719, "primary": "medication" }	0.9719	0.9538	0.9526	{ "llama3.3": 0.9804, "mistral": 0.9503, "qwen2.5": 0.985 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.896863Z	false	true
a179074e-0fb5-4e92-9d13-7f9c2413f824	cardiology	Peripheral Artery Disease	Discharge Summary	56	Female	diagnosis	{ "category": "Peripheral Artery Disease", "confidence": 0.9806, "primary": "diagnosis" }	0.9806	0.9644	0.962	{ "llama3.3": 0.9663, "mistral": 0.9953, "qwen2.5": 0.9803 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.897068Z	false	true
c8fa62f0-d97d-4996-8d3d-5f6c57793440	cardiology	Cardiomyopathy	Discharge Summary	56	Non-binary	risk_stratification	{ "category": "Cardiomyopathy", "confidence": 0.9849, "primary": "risk_stratification" }	0.9849	0.967	0.9786	{ "llama3.3": 0.9706, "mistral": 0.9867, "qwen2.5": 0.9973 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.897274Z	false	true
6a8e224b-4977-45b9-8445-d38821d64194	cardiology	Heart Failure	Cardiac Cath Report	43	Female	intervention	{ "category": "Heart Failure", "confidence": 0.9727, "primary": "intervention" }	0.9727	0.9743	0.9663	{ "llama3.3": 0.9813, "mistral": 0.9756, "qwen2.5": 0.961 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.897640Z	false	true
927ec8ac-5925-4f50-be17-609bae8a1378	cardiology	Hypertension	Cardiology Consult	70	Non-binary	intervention	{ "category": "Hypertension", "confidence": 0.9819, "primary": "intervention" }	0.9819	0.9725	0.9682	{ "llama3.3": 0.9739, "mistral": 0.9948, "qwen2.5": 0.9772 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.897745Z	false	true
b6ca66ef-4f6c-4ce8-a3cd-097ea674584d	cardiology	Heart Failure	EKG Interpretation	41	Female	diagnosis	{ "category": "Heart Failure", "confidence": 0.9765, "primary": "diagnosis" }	0.9765	0.93	0.9711	{ "llama3.3": 1, "mistral": 0.9849, "qwen2.5": 0.9447 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.897849Z	false	true
9837396d-e462-41f0-8fbc-fd8653c09a8a	cardiology	Valvular Disease	Cardiac Cath Report	75	Male	intervention	{ "category": "Valvular Disease", "confidence": 0.9788, "primary": "intervention" }	0.9788	0.9401	0.9665	{ "llama3.3": 0.988, "mistral": 0.9972, "qwen2.5": 0.9511 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.898052Z	false	true
300b02ae-8d6c-465b-a7b7-0d03be7bc838	cardiology	Cardiomyopathy	EKG Interpretation	62	Female	intervention	{ "category": "Cardiomyopathy", "confidence": 0.9703, "primary": "intervention" }	0.9703	0.9804	0.9634	{ "llama3.3": 0.9699, "mistral": 0.9785, "qwen2.5": 0.9625 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.898394Z	false	true
86964370-038d-4262-b6aa-13a67a03c76f	cardiology	Heart Failure	Cardiac Cath Report	25	Female	diagnosis	{ "category": "Heart Failure", "confidence": 0.9763, "primary": "diagnosis" }	0.9763	0.9793	0.9689	{ "llama3.3": 0.9665, "mistral": 0.9807, "qwen2.5": 0.9815 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.898620Z	false	true
4d8ecbed-cd76-44af-ac63-ec3f012504cd	cardiology	Atrial Fibrillation	Discharge Summary	43	Male	medication	{ "category": "Atrial Fibrillation", "confidence": 0.9778, "primary": "medication" }	0.9778	0.9807	0.9713	{ "llama3.3": 0.9855, "mistral": 0.9783, "qwen2.5": 0.9697 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.898937Z	false	true
f845349a-1e44-4be2-88af-a64cb35b740b	cardiology	Peripheral Artery Disease	EKG Interpretation	69	Non-binary	diagnosis	{ "category": "Peripheral Artery Disease", "confidence": 0.9856, "primary": "diagnosis" }	0.9856	0.9693	0.9671	{ "llama3.3": 0.9772, "mistral": 0.9796, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.899041Z	false	true
00ffb253-f2db-4bc3-b568-36f675f89964	cardiology	Valvular Disease	Discharge Summary	28	Female	medication	{ "category": "Valvular Disease", "confidence": 0.9751, "primary": "medication" }	0.9751	0.9533	0.9667	{ "llama3.3": 0.9887, "mistral": 0.9832, "qwen2.5": 0.9533 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.899244Z	false	true
c13fed66-4dc4-4119-b855-143bffa16800	cardiology	Heart Failure	EKG Interpretation	29	Male	intervention	{ "category": "Heart Failure", "confidence": 0.9766, "primary": "intervention" }	0.9766	0.9557	0.9691	{ "llama3.3": 0.9796, "mistral": 0.993, "qwen2.5": 0.9572 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.899352Z	false	true
4e327e51-f127-48b1-b851-52579019cf36	cardiology	Atrial Fibrillation	Echocardiogram Report	41	Male	lifestyle	{ "category": "Atrial Fibrillation", "confidence": 0.9722, "primary": "lifestyle" }	0.9722	0.9671	0.959	{ "llama3.3": 0.9608, "mistral": 0.987, "qwen2.5": 0.9687 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.899459Z	false	true
105af491-2036-4585-ae99-30bc9011264b	cardiology	Atrial Fibrillation	EKG Interpretation	56	Non-binary	intervention	{ "category": "Atrial Fibrillation", "confidence": 0.9909, "primary": "intervention" }	0.9909	0.9616	0.9804	{ "llama3.3": 1, "mistral": 0.9728, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.899550Z	false	true
3c8f3d51-74e0-4a27-b577-032e0ff6ce93	cardiology	Arrhythmia	Cardiology Consult	71	Male	intervention	{ "category": "Arrhythmia", "confidence": 0.9794, "primary": "intervention" }	0.9794	0.9698	0.9666	{ "llama3.3": 0.9923, "mistral": 0.9783, "qwen2.5": 0.9677 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.899638Z	false	true
af0c06a8-d5e3-49c5-ac3a-8336f555ed41	cardiology	Heart Failure	Echocardiogram Report	65	Male	monitoring	{ "category": "Heart Failure", "confidence": 0.9764, "primary": "monitoring" }	0.9764	0.9594	0.9578	{ "llama3.3": 0.9909, "mistral": 0.98, "qwen2.5": 0.9583 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.899726Z	false	true
e5bbe8f9-3b9b-4ef6-9aef-133716830bee	cardiology	Arrhythmia	Echocardiogram Report	74	Male	intervention	{ "category": "Arrhythmia", "confidence": 0.9769, "primary": "intervention" }	0.9769	0.949	0.9682	{ "llama3.3": 0.9595, "mistral": 0.9712, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.899811Z	false	true
f892be38-c107-4e55-a66c-0acf71a7a746	cardiology	Coronary Artery Disease	Cardiac Cath Report	69	Female	medication	{ "category": "Coronary Artery Disease", "confidence": 0.9817, "primary": "medication" }	0.9817	0.96	0.9735	{ "llama3.3": 0.9658, "mistral": 0.981, "qwen2.5": 0.9984 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.899897Z	false	true
544107b6-14d0-46c4-8abd-63739769a289	cardiology	Peripheral Artery Disease	EKG Interpretation	20	Male	medication	{ "category": "Peripheral Artery Disease", "confidence": 0.9786, "primary": "medication" }	0.9786	0.9778	0.9594	{ "llama3.3": 0.9682, "mistral": 0.9827, "qwen2.5": 0.9849 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.900256Z	false	true
12a014c9-332a-4c18-be50-6d965398322f	cardiology	Atrial Fibrillation	EKG Interpretation	74	Female	risk_stratification	{ "category": "Atrial Fibrillation", "confidence": 0.9732, "primary": "risk_stratification" }	0.9732	0.9733	0.9654	{ "llama3.3": 0.961, "mistral": 0.982, "qwen2.5": 0.9766 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.900398Z	false	true
11dd1082-84a4-4d02-8c96-3e3cd80f8fe4	cardiology	Arrhythmia	Cardiology Consult	67	Female	diagnosis	{ "category": "Arrhythmia", "confidence": 0.9725, "primary": "diagnosis" }	0.9725	0.9789	0.9609	{ "llama3.3": 0.9655, "mistral": 0.9821, "qwen2.5": 0.9698 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.900598Z	false	true
d725831e-deef-4ad4-9a9c-4b48ac8706b2	cardiology	Arrhythmia	Discharge Summary	26	Male	intervention	{ "category": "Arrhythmia", "confidence": 0.9953, "primary": "intervention" }	0.9953	0.9907	0.9764	{ "llama3.3": 0.9922, "mistral": 0.9995, "qwen2.5": 0.9941 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.900684Z	false	true
aa6ac67e-4c78-4b2d-8e4b-204e3ce138a8	cardiology	Arrhythmia	Echocardiogram Report	71	Female	diagnosis	{ "category": "Arrhythmia", "confidence": 0.9734, "primary": "diagnosis" }	0.9734	0.9774	0.9578	{ "llama3.3": 0.9764, "mistral": 0.963, "qwen2.5": 0.9807 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.900771Z	false	true
833303e2-230a-4c2a-820c-571cb4d5671b	cardiology	Cardiomyopathy	Echocardiogram Report	21	Female	intervention	{ "category": "Cardiomyopathy", "confidence": 0.9812, "primary": "intervention" }	0.9812	0.9799	0.9741	{ "llama3.3": 0.9888, "mistral": 0.9725, "qwen2.5": 0.9823 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.900857Z	false	true
035ca335-9e71-45e9-8ed5-22874c0c61f9	cardiology	Peripheral Artery Disease	Discharge Summary	73	Male	monitoring	{ "category": "Peripheral Artery Disease", "confidence": 0.9757, "primary": "monitoring" }	0.9757	0.9537	0.9669	{ "llama3.3": 0.993, "mistral": 0.9555, "qwen2.5": 0.9786 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.901026Z	false	true
febe05b9-e85f-4ee6-9816-48bdb98b228f	cardiology	Cardiomyopathy	Cardiac Cath Report	77	Male	risk_stratification	{ "category": "Cardiomyopathy", "confidence": 0.9813, "primary": "risk_stratification" }	0.9813	0.9724	0.9702	{ "llama3.3": 0.9932, "mistral": 0.98, "qwen2.5": 0.9708 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.901198Z	false	true
769f6771-a571-491d-9411-75db1570d422	cardiology	Arrhythmia	EKG Interpretation	38	Non-binary	risk_stratification	{ "category": "Arrhythmia", "confidence": 0.9851, "primary": "risk_stratification" }	0.9851	0.9988	0.968	{ "llama3.3": 0.9857, "mistral": 0.9849, "qwen2.5": 0.9848 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.901442Z	false	true
fd4ff04d-ce5c-4fe3-baaf-5363e202d7ff	cardiology	Arrhythmia	Cardiac Cath Report	21	Female	diagnosis	{ "category": "Arrhythmia", "confidence": 0.9915, "primary": "diagnosis" }	0.9915	0.9786	0.9806	{ "llama3.3": 0.995, "mistral": 0.9816, "qwen2.5": 0.998 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.901708Z	false	true
e4852996-0b71-4a24-be09-d73d7d7a9d4a	cardiology	Coronary Artery Disease	Cardiology Consult	31	Female	medication	{ "category": "Coronary Artery Disease", "confidence": 0.9709, "primary": "medication" }	0.9709	0.9677	0.9518	{ "llama3.3": 0.9588, "mistral": 0.9688, "qwen2.5": 0.9849 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.901792Z	false	true
1eeb70c1-9787-422c-a4a7-0bde9c9942d6	cardiology	Coronary Artery Disease	Echocardiogram Report	54	Non-binary	medication	{ "category": "Coronary Artery Disease", "confidence": 0.9825, "primary": "medication" }	0.9825	0.9731	0.9719	{ "llama3.3": 0.9723, "mistral": 0.981, "qwen2.5": 0.9941 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.901997Z	false	true
2fb51354-f42e-42ee-9709-1686edb4fbb6	cardiology	Arrhythmia	EKG Interpretation	75	Female	intervention	{ "category": "Arrhythmia", "confidence": 0.9777, "primary": "intervention" }	0.9777	0.9527	0.9607	{ "llama3.3": 0.9668, "mistral": 1, "qwen2.5": 0.9663 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.902092Z	false	true
7748bcd9-ce2e-4a17-9cd7-b509803b8291	cardiology	Heart Failure	Discharge Summary	33	Male	risk_stratification	{ "category": "Heart Failure", "confidence": 0.9809, "primary": "risk_stratification" }	0.9809	0.9714	0.9648	{ "llama3.3": 0.9866, "mistral": 0.9886, "qwen2.5": 0.9675 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.902266Z	false	true
a99299be-40d7-450a-a080-9a8ff9154454	cardiology	Heart Failure	EKG Interpretation	64	Female	monitoring	{ "category": "Heart Failure", "confidence": 0.9743, "primary": "monitoring" }	0.9743	0.9739	0.9561	{ "llama3.3": 0.9748, "mistral": 0.9847, "qwen2.5": 0.9633 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.902385Z	false	true
f266388a-1e78-417a-8492-6af33adaf31f	cardiology	Peripheral Artery Disease	Echocardiogram Report	27	Male	diagnosis	{ "category": "Peripheral Artery Disease", "confidence": 0.9837, "primary": "diagnosis" }	0.9837	0.9587	0.9681	{ "llama3.3": 0.9969, "mistral": 0.9647, "qwen2.5": 0.9895 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.902481Z	false	true
efcd74f5-9a73-47b4-9a7e-46d43b3965b3	cardiology	Cardiomyopathy	Echocardiogram Report	78	Male	medication	{ "category": "Cardiomyopathy", "confidence": 0.979, "primary": "medication" }	0.979	0.9667	0.964	{ "llama3.3": 0.9635, "mistral": 0.9891, "qwen2.5": 0.9844 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.902569Z	false	true
799c1abf-b6e0-4f8a-bf4f-6531440990bd	cardiology	Peripheral Artery Disease	Echocardiogram Report	68	Female	intervention	{ "category": "Peripheral Artery Disease", "confidence": 0.9847, "primary": "intervention" }	0.9847	0.9566	0.9672	{ "llama3.3": 0.9647, "mistral": 0.9984, "qwen2.5": 0.9909 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.902655Z	false	true
d06f3724-30ec-4a56-9be2-9527166bb0a7	cardiology	Peripheral Artery Disease	Cardiac Cath Report	54	Non-binary	monitoring	{ "category": "Peripheral Artery Disease", "confidence": 0.9875, "primary": "monitoring" }	0.9875	0.967	0.9804	{ "llama3.3": 0.9732, "mistral": 0.9892, "qwen2.5": 1 }	true	Trinity_Ensemble_v2	2026-04-10T18:17:58.902827Z	false	true

End of preview. Expand in Data Studio

Cardiology Medical Dataset — 1,000 Record Free Sample

Enterprise-grade synthetic medical data. Zero PHI. HIPAA-Aligned.

Quality Metrics

Metric	Score	Industry Benchmark
Trinity Consensus Score (TAS)	98.0%	85-92% typical
Trinity Assurance Score (TAS)	0.97	0.75-0.85 typical
Macro F1	0.97	0.80-0.90 typical
PHI Present	None	--
Generation Method	3-LLM Trinity Ensemble	Single model typical

What's Included (Free)

1,000 clinically-structured synthetic cardiology records
Full label taxonomy with confidence scores per record
Trinity consensus scores per record (filter by your own threshold)
Structured Parquet format (load with Hugging Face datasets in one line)
Zero PHI -- safe for unrestricted research and commercial use

Quick Start

from datasets import load_dataset

# Load free 1K sample
ds = load_dataset("WitnessDataFactory/cardiology-1k", split="train")
print(ds[0])

# Filter by quality gate
high_quality = ds.filter(lambda x: x["consensus_score"] >= 0.97)
print(f"Records passing 97% gate: {len(high_quality)}")

# Export to pandas
df = ds.to_pandas()
df.to_csv("cardiology_sample.csv", index=False)

Dataset Schema

{
  "record_id":                  "uuid-v4",
  "domain":                     "cardiology",
  "category":                   "Specific clinical subcategory",
  "note_type":                  "Clinical note type",
  "patient_age":                42,
  "patient_gender":             "Female",
  "primary_label":              "diagnosis",
  "labels": {
    "primary":                  "diagnosis",
    "category":                 "Subcategory name",
    "confidence":               0.972
  },
  "consensus_score":            0.972,
  "inter_annotator_agreement":  0.941,
  "macro_f1":                   0.963,
  "model_scores": {
    "llama3.3":                 0.975,
    "mistral":                  0.968,
    "qwen2.5":                  0.972
  },
  "passes_quality_gate":        true,
  "generation_method":          "Trinity_Ensemble_v2",
  "phi_present":                false,
  "hipaa_compliant":            true
}

Upgrade to Production Scale

This 1K sample is your proof-of-concept dataset. When you're ready to train production models:

Tier	Records	Price	Per-Record	Best For	Buy
Starter	10,000	$1,999	$0.20	Pilot deployment, MVP	Buy Now
Production	50,000	$7,999	$0.16	Model training, Series C+	Buy Now
Enterprise	250,000	$29,999	$0.12	FDA-track, clinical AI	Buy Now
Strategic	1,000,000	$99,999	$0.10	Multi-year partnerships	Contact Sales

Multi-Domain Bundles

Bundle	Contents	Price	Discount
3-Domain Bundle	50K x 3 domains of choice	$19,999	17% off
Complete Collection	50K x all 9 specialties	$49,999	22% off

View All Bundles

Delivery: Instant checkout -> Full dataset delivered within 24 hours.

Why WITNESS DATA FACTORY?

Speed

Your research timeline shouldn't wait 3-6 months for custom data generation. Production datasets delivered in under 24 hours from purchase.

Quality

98.0% Trinity consensus vs. 85-92% industry standard
3-LLM ensemble eliminates single-model hallucination bias
Every record validated through Trinity quality gates before delivery
Documented, reproducible QA certificate included with every order

Scale

Proven on 100M+ record PostgreSQL infrastructure
Billion-record architecture ready for enterprise contracts
9 medical domains, 4 volume tiers, instant zero-touch fulfillment

Compliance

Zero PHI -- 100% synthetic, no de-identification liability
HIPAA-Aligned by architecture (no real patient data ever ingested)
No IRB required -- fully synthetic generation pipeline
Commercial use permitted under CC BY 4.0 (sample tier)

Citation

@dataset{witness_data_factory_cardiology_2026,
  title     = {Cardiology Synthetic Medical Dataset},
  author    = {WITNESS DATA FACTORY},
  year      = {2026},
  publisher = {HuggingFace},
  url       = {https://huggingface.co/datasets/WitnessDataFactory/cardiology-1k}
}

🛒 Need More Than 1,000 Records?

Production packs from 10,000 to 1,000,000 records are available with the same Trinity QA certification (TAS ≥ 0.97).

Pack	Records	Price
Starter	10,000	$1,999
Production	50,000	$7,999
Enterprise	500,000	$49,999
Factory	1,000,000	$89,999

→ Order instantly at witness-data-factory.onrender.com

Enterprise licensing · Custom domains · Volume pricing available
Contact: WitnessDataFactory@gmail.com

🛒 Need More Than 1,000 Records?

Production packs from 10,000 to 1,000,000 records are available with the same Trinity QA certification (TAS ≥ 0.97).

Pack	Records	Price
Starter	10,000	$1,999
Production	50,000	$7,999
Enterprise	250,000	$29,999
Factory	1,000,000	$99,999

→ Order instantly at witness-data-factory.onrender.com

Enterprise licensing · Custom domains · Volume pricing available

Contact

Channel	Address
Sales and Licensing	WitnessDataFactory@gmail.com
Technical Support	WitnessDataFactory@gmail.com
All Datasets	huggingface.co/WitnessDataFactory
Store	witness-data-factory.onrender.com

Powered by WITNESS DATA FACTORY -- Enterprise Synthetic Medical Data at Scale Trinity Ensemble Pipeline v3.2.1 | Zero PHI | Zero-Touch Fulfillment

Operating Modes

The WITNESS DATA FACTORY™ pipeline supports two operating modes:

Mode	`gate_mode`	`witness_gate_status`	Trinity Active?	ESCALATE Handling
Witness Gate	`witness_gate`	`enabled_for_batch`	Yes	Reviewed by Trinity; PASS records delivered, REJECT excluded
Rules-only	`rules_only`	`disabled_for_batch`	No	Excluded without Trinity review

The operating mode for each batch is recorded in the machine-readable qa_certificate.json delivered with every production batch. The actual delivered row count (records_delivered) may be lower than the requested commercial tier size due to automated QA exclusion and, when enabled, gating decisions.

The QA certificate JSON and delivery manifest JSON are the canonical source of truth for batch accounting. The compliance PDFs are supporting human-readable documents.

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