<HashMap><database>biostudies-literature</database><scores/><additional><omics_type>Unknown</omics_type><volume>368</volume><submitter>Vollmer S</submitter><funding>Cancer Research UK</funding><funding>Medical Research Council</funding><funding>Chief Scientist Office</funding><funding>National Institute for Health Research (NIHR)</funding><funding>Alan Turing Institute</funding><funding>Wellcome Trust</funding><funding>Engineering and Physical Sciences Research Council</funding><journal>BMJ (Clinical research ed.)</journal><pagination>l6927</pagination><full_dataset_link>https://www.ebi.ac.uk/biostudies/studies/S-EPMC11515850</full_dataset_link><repository>biostudies-literature</repository><pubmed_title>Machine learning and artificial intelligence research for patient benefit: 20 critical questions on transparency, replicability, ethics, and effectiveness.</pubmed_title><pmcid>PMC11515850</pmcid><funding_grant_id>EP/N510129/1</funding_grant_id><funding_grant_id>RP-PG-0407-10314</funding_grant_id><funding_grant_id>16895</funding_grant_id><funding_grant_id>NF-SI-0616-10066</funding_grant_id><funding_grant_id>05/40/04</funding_grant_id><funding_grant_id>G0902393</funding_grant_id><funding_grant_id>MC_PC_13041</funding_grant_id><funding_grant_id>TU/ASG/R-SPET-107</funding_grant_id><funding_grant_id>TU/ASG/R-SPET-204</funding_grant_id><funding_grant_id>HDR-9003</funding_grant_id><funding_grant_id>27294</funding_grant_id><funding_grant_id>MR/K006584/1</funding_grant_id><funding_grant_id>MC_UP_A390_1107</funding_grant_id><funding_grant_id>MR/M501633/2</funding_grant_id><pubmed_authors>Branson R</pubmed_authors><pubmed_authors>Mateen BA</pubmed_authors><pubmed_authors>Jonsson P</pubmed_authors><pubmed_authors>Myles P</pubmed_authors><pubmed_authors>Ioannidis JPA</pubmed_authors><pubmed_authors>Moons KGM</pubmed_authors><pubmed_authors>Cumbers S</pubmed_authors><pubmed_authors>Granger D</pubmed_authors><pubmed_authors>Jonas A</pubmed_authors><pubmed_authors>Birse M</pubmed_authors><pubmed_authors>Vollmer S</pubmed_authors><pubmed_authors>Hemingway H</pubmed_authors><pubmed_authors>Bohner G</pubmed_authors><pubmed_authors>Ghani R</pubmed_authors><pubmed_authors>Kiraly FJ</pubmed_authors><pubmed_authors>Holmes C</pubmed_authors><pubmed_authors>McAllister KSL</pubmed_authors><pubmed_authors>Collins GS</pubmed_authors></additional><is_claimable>false</is_claimable><name>Machine learning and artificial intelligence research for patient benefit: 20 critical questions on transparency, replicability, ethics, and effectiveness.</name><description/><dates><release>2020-01-01T00:00:00Z</release><publication>2020 Mar</publication><modification>2026-07-16T00:28:37.502Z</modification><creation>2025-04-04T01:26:16.701Z</creation></dates><accession>S-EPMC11515850</accession><cross_references><pubmed>32198138</pubmed><doi>10.1136/bmj.l6927</doi></cross_references></HashMap>