{"id":"W2035595423","doi":"10.1093/nar/gkl037","title":"HubMed: a web-based biomedical literature search interface","year":2006,"lang":"en","type":"article","venue":"Nucleic Acids Research","topic":"Biomedical Text Mining and Ontologies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"University of Glasgow","keywords":"Metadata; Interface (matter); Information retrieval; World Wide Web; Citation; Computer science; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001424455,0.0001894119,0.0001930204,0.0002645936,0.0002246761,0.0001285168,0.0006680699,0.0005814552,0.0001752044],"category_scores_gemma":[0.0004343821,0.0001523972,0.0001124148,0.0007211498,0.001141627,0.000003768681,0.0003707124,0.0007830267,0.0001707276],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004772615,"about_ca_system_score_gemma":0.0003177855,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005990231,"about_ca_topic_score_gemma":0.00002400862,"domain_scores_codex":[0.9969699,0.000380227,0.0002549385,0.0006089788,0.0008982585,0.00088772],"domain_scores_gemma":[0.9987628,0.00009662559,0.00002588201,0.0005818138,0.0002885936,0.0002443212],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003565663,0.0004481037,0.003756678,0.0001097656,0.00004267942,0.00009934261,0.0001020861,0.00001510451,0.709307,0.000193143,0.238905,0.04666451],"study_design_scores_gemma":[0.001628625,0.00115198,0.004912271,0.0001159552,0.000005803609,0.00003560452,0.0002152504,0.00123828,0.0996475,0.0002399535,0.8905006,0.0003081603],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9835577,0.003099137,0.002176071,0.003930643,0.0002018163,0.0002661675,0.00007109714,0.00009884341,0.006598543],"genre_scores_gemma":[0.9909517,0.00006848299,0.003469941,0.0001606789,0.0006988051,0.00004254278,0.0002569626,0.00003685192,0.00431399],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6515956,"threshold_uncertainty_score":0.6214578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03006138763461771,"score_gpt":0.3497069094760707,"score_spread":0.3196455218414531,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}