OpenCodePapers

mortality-prediction-on-mimic-iii

Medical waveform analysisElectrocardiography (ECG)Mortality Prediction
Dataset Link
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PaperCodeF1 scorePrecisionRecallAccuracyModelNameReleaseDate
Early hospital mortality prediction using vital signals✓ Link0.970.970.97Random Forest2018-03-18
Early hospital mortality prediction using vital signals✓ Link0.960.950.96Gaussian SVM2018-03-18
Early hospital mortality prediction using vital signals✓ Link0.910.900.92Decision Tree2018-03-18
Early hospital mortality prediction using vital signals✓ Link0.870.910.83Boosted Trees2018-03-18
Early hospital mortality prediction using vital signals✓ Link0.820.800.85K-NN2018-03-18
Early hospital mortality prediction using vital signals✓ Link0.720.770.67Logistic regression2018-03-18
Early hospital mortality prediction using vital signals✓ Link0.710.780.66Linear Discriminant2018-03-18
Early hospital mortality prediction using vital signals✓ Link0.700.800.63Linear SVM2018-03-18
MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining✓ Link0.8443ELECTRA (pretrained)2020-12-27
MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining✓ Link0.8325ELECTRA (from scratch)2020-12-27
MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining✓ Link0.8298LSTM+SA (pretrained)2020-12-27
MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining✓ Link0.828LSTM (pretrained)2020-12-27
MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining✓ Link0.7996LSTM+SA (from scratch)2020-12-27