ML Research Wiki / Benchmarks / Mortality Prediction / MIMIC-III

MIMIC-III

Mortality Prediction Benchmark

Performance Over Time

📊 Showing 13 results | 📏 Metric: F1 score

Top Performing Models

Rank	Model	Paper	F1 score	Date	Code
1	Random Forest	Early hospital mortality prediction using vital signals	0.97	2018-03-18	📦 RezaSadeghiWSU/Early-Hospital-Mortality-Prediction-using-Vital-Signals
2	Gaussian SVM	Early hospital mortality prediction using vital signals	0.96	2018-03-18	📦 RezaSadeghiWSU/Early-Hospital-Mortality-Prediction-using-Vital-Signals
3	Decision Tree	Early hospital mortality prediction using vital signals	0.92	2018-03-18	📦 RezaSadeghiWSU/Early-Hospital-Mortality-Prediction-using-Vital-Signals
4	K-NN	Early hospital mortality prediction using vital signals	0.85	2018-03-18	📦 RezaSadeghiWSU/Early-Hospital-Mortality-Prediction-using-Vital-Signals
5	ELECTRA (pretrained)	MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining	0.84	2020-12-27	📦 mcGill-NLP/medal
6	ELECTRA (from scratch)	MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining	0.83	2020-12-27	📦 mcGill-NLP/medal
7	Boosted Trees	Early hospital mortality prediction using vital signals	0.83	2018-03-18	📦 RezaSadeghiWSU/Early-Hospital-Mortality-Prediction-using-Vital-Signals
8	LSTM+SA (pretrained)	MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining	0.83	2020-12-27	📦 mcGill-NLP/medal
9	LSTM (pretrained)	MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining	0.83	2020-12-27	📦 mcGill-NLP/medal
10	LSTM+SA (from scratch)	MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining	0.80	2020-12-27	📦 mcGill-NLP/medal

All Papers (13)

Early hospital mortality prediction using vital signals

2018

Random Forest

RezaSadeghiWSU/Early-Hospital-Mortality-Prediction-using-Vital-Signals

Early hospital mortality prediction using vital signals

2018

Gaussian SVM

RezaSadeghiWSU/Early-Hospital-Mortality-Prediction-using-Vital-Signals

Early hospital mortality prediction using vital signals

2018

Decision Tree

RezaSadeghiWSU/Early-Hospital-Mortality-Prediction-using-Vital-Signals

Early hospital mortality prediction using vital signals

2018

K-NN

RezaSadeghiWSU/Early-Hospital-Mortality-Prediction-using-Vital-Signals

MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining

2020

ELECTRA (pretrained)

mcGill-NLP/medal

MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining

2020

ELECTRA (from scratch)

mcGill-NLP/medal

Early hospital mortality prediction using vital signals

2018

Boosted Trees

RezaSadeghiWSU/Early-Hospital-Mortality-Prediction-using-Vital-Signals

MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining

2020

LSTM+SA (pretrained)

mcGill-NLP/medal

MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining

2020

LSTM (pretrained)

mcGill-NLP/medal

MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining

2020

LSTM+SA (from scratch)

mcGill-NLP/medal

Early hospital mortality prediction using vital signals

2018

Logistic regression

RezaSadeghiWSU/Early-Hospital-Mortality-Prediction-using-Vital-Signals

Early hospital mortality prediction using vital signals

2018

Linear Discriminant

RezaSadeghiWSU/Early-Hospital-Mortality-Prediction-using-Vital-Signals

Early hospital mortality prediction using vital signals

2018

Linear SVM

RezaSadeghiWSU/Early-Hospital-Mortality-Prediction-using-Vital-Signals

MIMIC-III

Performance Over Time

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Top Performing Models

All Papers (13)

Early hospital mortality prediction using vital signals

Early hospital mortality prediction using vital signals

Early hospital mortality prediction using vital signals

Early hospital mortality prediction using vital signals

MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining

MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining

Early hospital mortality prediction using vital signals

MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining

MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining

MeDAL: Medical Abbreviation Disambiguation Dataset for Natural Language Understanding Pretraining

Early hospital mortality prediction using vital signals

Early hospital mortality prediction using vital signals

Early hospital mortality prediction using vital signals

Model	Paper	F1 score	Date
Random Forest	Early hospital mortality prediction using vital s…	0.97	2018-03-18
Gaussian SVM	Early hospital mortality prediction using vital s…	0.96	2018-03-18
Decision Tree	Early hospital mortality prediction using vital s…	0.92	2018-03-18
K-NN	Early hospital mortality prediction using vital s…	0.85	2018-03-18
ELECTRA (pretrained)	MeDAL: Medical Abbreviation Disambiguation Datase…	0.84	2020-12-27
ELECTRA (from scratch)	MeDAL: Medical Abbreviation Disambiguation Datase…	0.83	2020-12-27
Boosted Trees	Early hospital mortality prediction using vital s…	0.83	2018-03-18
LSTM+SA (pretrained)	MeDAL: Medical Abbreviation Disambiguation Datase…	0.83	2020-12-27
LSTM (pretrained)	MeDAL: Medical Abbreviation Disambiguation Datase…	0.83	2020-12-27
LSTM+SA (from scratch)	MeDAL: Medical Abbreviation Disambiguation Datase…	0.80	2020-12-27
Logistic regression	Early hospital mortality prediction using vital s…	0.67	2018-03-18
Linear Discriminant	Early hospital mortality prediction using vital s…	0.66	2018-03-18
Linear SVM	Early hospital mortality prediction using vital s…	0.63	2018-03-18