abebual / Predicting-ICU-Patient-Clinical-Deterioration---Report
For this project, I used publicly available Electronic Health Records (EHRs) datasets. The MIT Media Lab for Computational Physiology has developed MIMIC-IIIv1.4 dataset based on 46,520 patients who stayed in critical care units of the Beth Israel Deaconess Medical Center of Boston between 2001 and 2012. MIMIC-IIIv1.4 dataset is freely available…
☆18Updated 7 months ago
Related projects ⓘ
Alternatives and complementary repositories for Predicting-ICU-Patient-Clinical-Deterioration---Report
- Materials for the BIDMC datathon (Sat 29 Feb 2020)☆11Updated 4 months ago
- This is the source code for the paper 'Analysis and Prediction of Unplanned Intensive Care Unit Readmission' published in PLoS ONE July☆22Updated 5 years ago
- queries for mimic-iv☆10Updated 3 years ago
- R implementation of Robust Rank Aggregation algortihm☆10Updated 2 years ago
- Phenotyping algorithms for common biomarkers in primary care EHR for UK Biobank☆24Updated 3 years ago
- Functions to map between ICD-10 terms and PheCodes for UK Biobank hospital electronic health records☆29Updated last year
- ☆10Updated 3 years ago
- 🫀 Code for "Neural network-based integration of polygenic and clinical information: Development and validation of a prediction model for…☆12Updated 2 years ago
- AutoScore: An Interpretable Machine Learning-Based Automatic Clinical Score Generator☆32Updated 2 weeks ago
- ETL UK-Biobank☆13Updated last year
- Time-Sensitive Deep Learning for ICU Outcome Prediction Without Variable Selection or Cleaning.☆18Updated 4 years ago
- GEDFN: Graph-Embedded Deep Feedforward Network☆23Updated 5 years ago
- ⛑ Code for "Metabolomic profiles predict individual multi-disease outcomes" ⛑☆21Updated 2 years ago
- Similarity Network Fusion☆30Updated 9 years ago
- Examples on using EpiGraphDB☆26Updated 3 years ago
- Text matching UK Biobank Self-Reported medication descriptions for medication classification☆23Updated 2 years ago
- Implementations in both Matlab and R of the CIMLR method. The manuscript of the method is available at: https://www.nature.com/articles/s…☆17Updated last year
- Prepare UK Biobank Electronic Health Record data for research☆25Updated 2 years ago
- ☆17Updated 3 years ago
- Python scripts to extract and pre-process UKB data☆30Updated 5 years ago
- Python for UK Biobank data analysis. Author: saphir746☆15Updated 5 years ago
- A unified downloader+preprocessor for cancer genomics datasets☆14Updated 7 months ago
- A Python module for loading phenotypic and genetic data from the UK Biobank.☆34Updated 3 years ago
- R code for SEER data analysis of solid tumor in different populations☆19Updated 6 years ago
- Data-driven discovery of a novel sepsis pre-shock state predicts impending septic shock in the ICU☆16Updated 3 years ago
- This repository is a tutorial about survival analysis based on advanced machine learning methods including Random Forest, Gradient Boosti…☆29Updated 5 years ago
- Helper functions for UK Biobank data☆13Updated 2 years ago
- R package with netDx software and data for examples☆12Updated last year
- Deep learning methods for feature selection in gene expression autism data.☆34Updated 2 years ago
- Implementation of Deep Patient Representation of Clinical Notes at Intensive Care Unit for Multi-Task Prediction☆31Updated 5 years ago