Explainable Prediction of Medical Codes from Clinical Text

Benchmark Model Rank Results
medical-code-prediction-on-mimic-iiiCAML#12Micro-F1: 53.9Macro-F1: 8.8Micro-AUC: 98.6Macro-AUC: 89.5…
medical-code-prediction-on-mimic-iiiDR-CAML#13Micro-F1: 52.9Macro-F1: 8.6Micro-AUC: 98.5Macro-AUC: 89.7…
medical-code-prediction-on-mimic-iiiSVM#14Micro-F1: 44.1
medical-code-prediction-on-mimic-iiiCNN#15Micro-F1: 41.9Macro-F1: 4.2Micro-AUC: 96.9Macro-AUC: 80.6…
medical-code-prediction-on-mimic-iiiBi-GRU#16Micro-F1: 41.7Macro-F1: 3.8Micro-AUC: 97.1Macro-AUC: 82.2…
medical-code-prediction-on-mimic-iiiLogistic Regression#18Micro-F1: 27.2Macro-F1: 1.1Micro-AUC: 93.7Macro-AUC: 56.1…