{"id":"W4402723345","doi":"10.1503/cmaj.240172","title":"My hasty heart","year":2024,"lang":"en","type":"article","venue":"Canadian Medical Association Journal","topic":"Phonocardiography and Auscultation Techniques","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Computer science; Data science; World Wide Web; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001161543,0.0008134623,0.0006676675,0.0006824599,0.0041067,0.003929475,0.0007375586,0.002661496,0.1110735],"category_scores_gemma":[0.008940832,0.0002964824,0.0006646211,0.0002427841,0.002657039,0.003096189,0.003154798,0.01001739,0.04697035],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001465521,"about_ca_system_score_gemma":0.002069122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003412164,"about_ca_topic_score_gemma":0.004817661,"domain_scores_codex":[0.9987966,0.0002164613,0.00003555353,0.0001931542,0.0005127141,0.00024543],"domain_scores_gemma":[0.9971552,0.000252924,0.0001365238,0.0001789364,0.0006139331,0.001662412],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007301971,0.00007454778,0.001359053,0.0001498096,0.00003041152,0.002374087,0.002376914,0.00002935708,0.001545395,0.01124739,0.9120426,0.06869742],"study_design_scores_gemma":[0.00002422888,0.0001068008,0.002409141,0.0004130708,0.00001507368,0.01056666,0.003261758,0.00004206024,0.0002368048,0.003977467,0.9789125,0.00003436593],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"other","genre_scores_codex":[0.01335315,0.03670946,0.004510067,0.4575895,0.06651381,0.0001447708,0.0005022419,0.001109788,0.4195672],"genre_scores_gemma":[0.08449537,0.01769727,0.002518611,0.1903521,0.01582063,0.00008413966,0.0003037947,0.0005170724,0.6882111],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1110735,"threshold_uncertainty_score":0.3715779,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007104296063130735,"score_gpt":0.2627304318517833,"score_spread":0.2556261357886526,"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."}}