Resources


Database Open Access

In-Gauge and En-Gage: Understanding Occupants' Behaviour, Engagement, Emotion, and Comfort Indoors with Heterogeneous Sensors and Wearables

Nan Gao, Max Marschall, Jane Burry, Simon Watkins, Flora Salim

The project aims to understand occupants’ behaviour, engagement, emotion, and comfort indoors with heterogeneous sensors and wearables.

heart rate electrodermal activity environmental sensing thermal comfort modelling physiological signals occupant behaviour sensing emotion sensing human behavoural modelling smart building

Published: Feb. 13, 2023. Version: 1.0.0

Database Credentialed Access

Annotation dataset of problematic opioid use and related contexts from MIMIC-III Critical Care Database discharge summaries

Melissa Poulsen, Vanessa Troiani, Philip Freda, Danielle Mowery, Anahita Davoudi

The database contains a corpus of annotated data from the MIMIC-III Critical Care Database from a study that aimed to develop and apply an annotation schema to characterize opioid use disorder and related contextual factors.

clinical notes substance use natural language processing opioid use disorder

Published: Feb. 8, 2023. Version: 1.0.0

Database Credentialed Access

Chest X-ray Dataset with Lung Segmentation

Wimukthi Indeewara, Mahela Hennayake, Kasun Rathnayake, Thanuja Ambegoda, Dulani Meedeniya

CXLSeg dataset: Chest X-ray with Lung Segmentation, a comparatively large dataset of segmented Chest X-ray radiographs based on the MIMIC-CXR dataset. This contains segmentation results of 243,324 frontal view images and corresponding masks.

segmentation chest x-ray medical reports mimic-cxr u-net chest radiographs

Published: Feb. 8, 2023. Version: 1.0.0

Database Open Access

MIMIC-IV-ED Demo

Alistair Johnson, Lucas Bulgarelli, Tom Pollard, Leo Anthony Celi, Steven Horng, Roger Mark

An openly available subset of the MIMIC-IV-ED database

mimic emergency department

Published: Feb. 8, 2023. Version: 2.2

Database Credentialed Access

MIMIC-IV-ECG - Diagnostic Electrocardiogram Matched Subset

Brian Gow, Tom Pollard, Larry A Nathanson, Alistair Johnson, Benjamin Moody, Chrystinne Fernandes, Nathaniel Greenbaum, Seth Berkowitz, Dana Moukheiber, Parastou Eslami, Elizabeth Herbst, Roger Mark, Steven Horng

The MIMIC-IV ECG module contains approximately 800,000 diagnostic electrocardiograms across nearly 160,000 unique patients. These patients overlap with the patients from the MIMIC-IV Clinical Database.

Published: Feb. 8, 2023. Version: 0.2

Database Open Access

MIMIC-IV Clinical Database Demo

Alistair Johnson, Lucas Bulgarelli, Tom Pollard, Steven Horng, Leo Anthony Celi, Roger Mark

An openly available subset of patients in the MIMIC-IV database.

mimic critical care electronic health record

Published: Jan. 31, 2023. Version: 2.2

Database Open Access

Pressure, flow, and dynamic thoraco-abdominal circumferences data for adults breathing under CPAP therapy

Ella Frances Sophia Guy, Jennifer Knopp, Theodore Lerios, James Geoffrey Chase

Dataset of pressure, flow, and dynamic abdominal and chest circumference for healthy people breathing with CPAP. Data was collected with PEEP settings of 0 (ZEEP), 4, and 8cmH2O at normal/resting, panting/short and deep/long breath patterns/rates.

Published: Jan. 25, 2023. Version: 1.0.0

Model Credentialed Access

Clinical-T5: Large Language Models Built Using MIMIC Clinical Text

Eric Lehman, Alistair Johnson

We train a T5-Base and T5-Large from scratch on MIMIC-III and MIMIC-IV. Additionally, we further pretrain T5-Base and SciFive on notes from MIMIC. We release these model weights on PhysioNet.

Published: Jan. 25, 2023. Version: 1.0.0

Software Open Access

Waveform Database Software Package (WFDB) for Python

Chen Xie, Lucas McCullum, Alistair Johnson, Tom Pollard, Brian Gow, Benjamin Moody

Tools for working with waveforms in Python.

waveform wfdb python

Published: Jan. 24, 2023. Version: 4.1.0

Challenge Contributor Review

BioNLP Workshop 2023 Shared Task 1A: Problem List Summarization

Yanjun Gao, Timothy Miller, Majid Afshar, Dmitriy Dligach

This is the data storage for BioNLP Workshop Shared Task 1A: Problem List Summarization.

clinical natural language processing bionlp electronic health record summarization

Published: Jan. 19, 2023. Version: 1.0.0