<HashMap><database>biostudies-literature</database><scores/><additional><omics_type>Unknown</omics_type><volume>2(1)</volume><submitter>Gyori BM</submitter><pubmed_abstract>&lt;h4>Summary&lt;/h4>Gilda is a software tool and web service that implements a scored string matching algorithm for names and synonyms across entries in biomedical ontologies covering genes, proteins (and their families and complexes), small molecules, biological processes and diseases. Gilda integrates machine-learned disambiguation models to choose between ambiguous strings given relevant surrounding text as context, and supports species-prioritization in case of ambiguity.&lt;h4>Availability and implementation&lt;/h4>The Gilda web service is available at http://grounding.indra.bio with source code, documentation and tutorials available via https://github.com/indralab/gilda.&lt;h4>Supplementary information&lt;/h4>Supplementary data are available at &lt;i>Bioinformatics Advances&lt;/i> online.</pubmed_abstract><journal>Bioinformatics advances</journal><pagination>vbac034</pagination><full_dataset_link>https://www.ebi.ac.uk/biostudies/studies/S-EPMC9710686</full_dataset_link><repository>biostudies-literature</repository><pubmed_title>Gilda: biomedical entity text normalization with machine-learned disambiguation as a service.</pubmed_title><pmcid>PMC9710686</pmcid><pubmed_authors>Gyori BM</pubmed_authors><pubmed_authors>Hoyt CT</pubmed_authors><pubmed_authors>Steppi A</pubmed_authors></additional><is_claimable>false</is_claimable><name>Gilda: biomedical entity text normalization with machine-learned disambiguation as a service.</name><description>&lt;h4>Summary&lt;/h4>Gilda is a software tool and web service that implements a scored string matching algorithm for names and synonyms across entries in biomedical ontologies covering genes, proteins (and their families and complexes), small molecules, biological processes and diseases. Gilda integrates machine-learned disambiguation models to choose between ambiguous strings given relevant surrounding text as context, and supports species-prioritization in case of ambiguity.&lt;h4>Availability and implementation&lt;/h4>The Gilda web service is available at http://grounding.indra.bio with source code, documentation and tutorials available via https://github.com/indralab/gilda.&lt;h4>Supplementary information&lt;/h4>Supplementary data are available at &lt;i>Bioinformatics Advances&lt;/i> online.</description><dates><release>2022-01-01T00:00:00Z</release><publication>2022</publication><modification>2024-11-19T19:27:59.856Z</modification><creation>2024-11-19T19:27:59.856Z</creation></dates><accession>S-EPMC9710686</accession><cross_references><pubmed>36699362</pubmed><doi>10.1093/bioadv/vbac034</doi></cross_references></HashMap>