<HashMap><database>biostudies-literature</database><scores/><additional><omics_type>Unknown</omics_type><volume>10</volume><submitter>Zhang S</submitter><journal>JMIR formative research</journal><full_dataset_link>https://www.ebi.ac.uk/biostudies/studies/S-EPMC12945362</full_dataset_link><repository>biostudies-literature</repository><pubmed_title>Retrieval-Augmented Generation for Medical Question Answering on a Heart Failure Dataset: Performance Analysis</pubmed_title><pmcid>PMC12945362</pmcid><pubmed_authors>Phan E</pubmed_authors><pubmed_authors>Velmovitsky P</pubmed_authors><pubmed_authors>Zhang S</pubmed_authors><pubmed_authors>Sanner S</pubmed_authors><pubmed_authors>Pham Q</pubmed_authors></additional><is_claimable>false</is_claimable><name>Retrieval-Augmented Generation for Medical Question Answering on a Heart Failure Dataset: Performance Analysis</name><description/><dates><release>2026-01-01T00:00:00Z</release><publication>2026 Jan</publication><modification>2026-07-16T22:06:27.42Z</modification><creation>2026-07-11T03:11:50.821Z</creation></dates><accession>S-EPMC12945362</accession><cross_references/></HashMap>