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GitHub topics: mortality-prediction

EmmaRocheteau/TPC-LoS-prediction

This repository contains the code used for Temporal Pointwise Convolutional Networks for Length of Stay Prediction in the Intensive Care Unit (https://dl.acm.org/doi/10.1145/3450439.3451860).

Language: Python - Size: 3.32 MB - Last synced at: 9 days ago - Pushed at: 10 days ago - Stars: 77 - Forks: 28

weimin17/Multimodal_Transformer

A Multimodal Transformer: Fusing Clinical Notes With Structured EHR Data for Interpretable In-Hospital Mortality Prediction

Language: Python - Size: 10.9 MB - Last synced at: 8 days ago - Pushed at: almost 3 years ago - Stars: 31 - Forks: 4

lisp1/Mortality_Risk_Prediction

This is a web application that can predict mortality risk and specific causes of death in individual patients on hemodialysis (HD), facilitating efficient screening of high-risk patients, optimized allocation of ICU resources, and timely implementation of early interventions.

Language: Python - Size: 80.1 MB - Last synced at: 3 months ago - Pushed at: 3 months ago - Stars: 0 - Forks: 0

mshavliuk/thesis

Transformer model for Biomarkers prediction: Evaluating the impact of ECDF normalization on model robustness in clinical data

Language: TeX - Size: 668 KB - Last synced at: 5 months ago - Pushed at: 5 months ago - Stars: 0 - Forks: 0

razvanazamfirei/prism-score

Stata PRISM Score Calculation

Language: Stata - Size: 724 MB - Last synced at: about 17 hours ago - Pushed at: 7 months ago - Stars: 1 - Forks: 0

lucia2p2z/NoisyMRC

implementation of the method presented in "Minimax Risk Classifiers for Mislabeled Data: a Study on Patient Outcome Prediction Tasks".

Language: Python - Size: 2.65 MB - Last synced at: 8 months ago - Pushed at: 8 months ago - Stars: 0 - Forks: 0

jmdvinodjmd/COPER

Continuous patient state attention model for addressing irregularity in electronic health records

Language: Jupyter Notebook - Size: 405 KB - Last synced at: 12 months ago - Pushed at: 12 months ago - Stars: 2 - Forks: 0

Ashutosh27ind/MIMIC_EHR_Predictor

This is implementation of my Masters thesis work and aims at predicting the patient mortality from the MIMIC-III v1.4 Database

Language: Jupyter Notebook - Size: 8.42 MB - Last synced at: 12 months ago - Pushed at: almost 2 years ago - Stars: 0 - Forks: 0

abhisheks008/Predicting-Death-Time-and-Mortality

A Machine Learning Approach for Predicting the Death Time and Mortality

Language: Jupyter Notebook - Size: 3 MB - Last synced at: 12 months ago - Pushed at: almost 2 years ago - Stars: 6 - Forks: 1

dataforgoodfr/batch4_diafoirus_fleming

Repo of the Fleming project (dynamic prediction of mortality threat)

Language: Jupyter Notebook - Size: 4.46 MB - Last synced at: 12 months ago - Pushed at: almost 7 years ago - Stars: 6 - Forks: 3

jacobdeasy/flexible-ehr

Time-Sensitive Deep Learning for ICU Outcome Prediction Without Variable Selection or Cleaning.

Language: Python - Size: 486 KB - Last synced at: 5 months ago - Pushed at: almost 5 years ago - Stars: 18 - Forks: 1

vincenzorusso3/mimic-iv-benchmarks

FDSML Course Project 2020/21

Language: Python - Size: 25.2 MB - Last synced at: about 2 years ago - Pushed at: almost 4 years ago - Stars: 4 - Forks: 3

Julian-Theis/covid19-critical-event

COVID-19 Critical Event Prediction Tools

Language: Python - Size: 1.95 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 0

AIMedLab/PAVE

Code and Datasets for the paper "An Interpretable Risk Prediction Model for Healthcare with Pattern Attention", published on BMC Medical Informatics and Decision Making.

Language: Python - Size: 25.4 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 2 - Forks: 1

PlanTL-GOB-ES/covid-predictive-model

A RNN Predictive Model for COVID-19 mortality prediction.

Language: Python - Size: 624 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 2 - Forks: 0

audreyle/Kaggle-2020

Submission for the WiDS 2020 Kaggle competition: Predicting ICU deaths using CatBoost, XGBoost and RandomForest classifiers and the MIT GOSSIS dataset

Language: Jupyter Notebook - Size: 974 KB - Last synced at: about 2 years ago - Pushed at: over 2 years ago - Stars: 0 - Forks: 0

mpascariu/MortalityForecast

Standard tools to compare and evaluate mortality forecasting methods

Language: R - Size: 9.92 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 8 - Forks: 1

lcwong0928/cancer-classification

A machine learning tool that uses gene expression data to classify cancer types and predict mortality rates.

Language: Jupyter Notebook - Size: 7.69 MB - Last synced at: about 1 month ago - Pushed at: about 3 years ago - Stars: 0 - Forks: 1

soheilbr82/ICUMortalityPrediction

Size: 1.22 MB - Last synced at: about 2 years ago - Pushed at: almost 7 years ago - Stars: 2 - Forks: 0

yrodriguezmd/Heart_Failure_UCI_2020

Predicting Mortality among a Cohort of patients with Heart Failure

Language: Jupyter Notebook - Size: 968 KB - Last synced at: almost 2 years ago - Pushed at: over 4 years ago - Stars: 1 - Forks: 0

rustom/lifespan-prediction

Lifespan prediction research for the Illinois Risk Lab.

Language: Jupyter Notebook - Size: 5.96 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

briangriner/ASA-poster-predict-covid-19-mortality-rate-at-state-level

Joint work product with co-authors Chelsea Jin and Matthew Ye for at the virtual ASA Biopharmaceutical Section Regulatory-Industry Statistics Workshop held on Sept. 22-25, 2020. Data engineering support from Nick Barbour.

Language: Jupyter Notebook - Size: 3.52 MB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

alexisrsantos/placebo_hurricanemaria

This repository includes the code and data used to produce the analysis of placebo tests to measure excess post-disaster mortality.

Language: R - Size: 31.3 KB - Last synced at: about 2 years ago - Pushed at: over 4 years ago - Stars: 0 - Forks: 0

Jodhi137/covid19-mortality-calculator

Calculates your death chance from COVID-19 using a small amount of information.

Language: HTML - Size: 57.6 KB - Last synced at: about 2 years ago - Pushed at: almost 5 years ago - Stars: 1 - Forks: 0

Related Keywords
mortality-prediction 24 machine-learning 6 mortality 4 deep-learning 3 patient-outcomes 2 classification 2 reproducible-research 2 mimic-iii 2 coronavirus 2 python 2 covid-19 2 covid19 2 value-embedding 1 daily 1 rnn 1 machine-learning-algorithms 1 predictive-analytics 1 demography 1 longevity 1 webapp 1 sepsis 1 pattern-attention 1 interpretable-deep-learning 1 electronic-health-record 1 covid 1 sklearn 1 pandas 1 numpy 1 keras 1 clinical-prediction-tasks 1 tensorflow 1 python3 1 flask 1 coronavirus-analysis 1 ai 1 puerto-rico 1 hurricane-maria 1 pipeline 1 hyperparameter-tuning 1 ensemble-machine-learning 1 scikit-learn 1 lightgbm-classifier 1 lightgbm 1 lifespan 1 heartfailure 1 heartdisease 1 heart 1 icu 1 cancer-classification 1 public-health 1 mortality-models 1 mortality-forecasting 1 clinical-data 1 stata-package 1 stata-commands 1 stata-command 1 stata 1 pediatrics 1 transformer-models 1 time-series-forecasting 1 master-thesis 1 electronic-health-records 1 data-normalization 1 streamlit 1 healthcare-application 1 transformer 1 multimodal 1 interpretable-ai 1 interpretability 1 ehr 1 clinical-variables 1 clinical-notes 1 length-of-stay 1 convolutional-neural-networks 1 benchmark-datasets 1 supervised-learning 1 recurrent-neural-networks 1 pytorch 1 lstm 1 layer-normalization 1 embeddings 1 medical-information 1 healthcare 1 predictive-modeling 1 jupyter-notebook 1 intensive-care-units 1 thesis-project 1 rnn-lstm 1 random-forest 1 ehr-data 1 cnn 1 robust-risk-minimization 1 patient-outcome-prediction 1 noisy-labels 1 minimax-risk-classifiers 1