1 Introduction  
2 Identifying Sources of Uncertainty in GNNs  
3 Quantifying Uncertainty in GNNs  
4 Utilizing Uncertainty in GNN Tasks  
5 Uncertainty in GNNs: Real-world Applications  
6 Future Directions  
7 Conclusions