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Published April 6, 2021 | Version 0.1.0
Dataset Open

A living catalogue of artificial intelligence datasets and benchmarks for medical decision making

  • 1. Medical University of Vienna

Description

We provide a comprehensive curated catalogue of artificial intelligence datasets and benchmarks for medical decision making. At the time of first release (April 2021), the dataset contains more than 400 biomedical and clinical datasets of which 252 are publicly available or available upon request.

The dataset was combiled based on a systematic literature review covering both biomedical and computer science literature and grey literature data sources. All datasets were manually systematized and annotated for meta-information, such as:

  • Availability and licensing information
  • Type of source data
  • Links to source publications, main references or dataset repositories

Benchmark dataset were additionally annotated for the following information:

  • Associated task
  • Performance metrics commonly used for evaluation
  • Clinical relevance
  • The availability of data splits

In addition to the versioned TSV file on Zenodo, the dataset can also be explored live via this Google Spreadsheet. The dataset is intended as a living, extendable resource. Edit suggestions and additions are encouraged and can be submitted via the comment function of the Google sheet.

 

File descriptions

annotated-datasets.tsv -- contains the annotated datasets

arXiv-literature-export.tsv -- contains the original literature record export from arXiv

pubmed-literature-export.tsv -- contains the original literature record export from PubMed

Files

Files (546.6 kB)

Name Size Download all
md5:527b22d6c7c83daa48b9ba63d255c1d7
164.7 kB Download
md5:675d5faee327355791059402209e4100
294.9 kB Download
md5:5b26d0ad2d60ab72406253f70809cf9e
86.9 kB Download

Additional details

Funding

European Commission
U-PGx – Ubiquitous Pharmacogenomics (U-PGx): Making actionable pharmacogenomic data and effective treatment optimization accessible to every European citizen 668353