HiRID

Dataset Information
Modalities
Medical, Time series
Introduced
2021
License
PhysioNet Credentialed Health Data License 1.5.0
Homepage
Official Website
Contents

Overview

HiRID is a freely accessible critical care dataset containing data relating to almost 34 thousand patient admissions to the Department of Intensive Care Medicine of the Bern University Hospital, Switzerland (ICU), an interdisciplinary 60-bed unit admitting >6,500 patients per year. The ICU offers the full range of modern interdisciplinary intensive care medicine for adult patients. The dataset was developed in cooperation between the Swiss Federal Institute of Technology (ETH) Zürich, Switzerland and the ICU.

The dataset contains de-identified demographic information and a total of 681 routinely collected physiological variables, diagnostic test results and treatment parameters from almost 34 thousand admissions during the period from January 2008 to June 2016. Data is stored with a uniquely high time resolution of one entry every two minutes.

Variants: HiRID

Associated Benchmarks

This dataset is used in 4 benchmarks:

Recent Benchmark Submissions

Task Model Paper Date
Circulatory Failure Temporal Label Smoothing Temporal Label Smoothing for Early … 2022-08-29
Respiratory Failure Temporal Label Smoothing Temporal Label Smoothing for Early … 2022-08-29
Circulatory Failure LGBM ( + hand crafted features) HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Circulatory Failure GRU HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Circulatory Failure Transformer HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Circulatory Failure LR HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Circulatory Failure LSTM HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Circulatory Failure TCN HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Kidney Function LGBM ( + hand crafted features) HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Kidney Function LGBM HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Kidney Function Transformer HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Kidney Function GRU HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Kidney Function LSTM HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Kidney Function TCN HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Patient Phenotyping TCN HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Respiratory Failure LGBM ( + hand crafted features) HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Respiratory Failure Transformer HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Respiratory Failure GRU HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Respiratory Failure TCN HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16
Respiratory Failure LGBM HiRID-ICU-Benchmark -- A Comprehensive Machine … 2021-11-16

Research Papers

Recent papers with results on this dataset:

External Links: