{"id":"W4210739068","doi":"10.1136/heartjnl-2021-320275","title":"Physician judgement in predicting obstructive coronary artery disease and adverse events in chest pain patients","year":2022,"lang":"en","type":"article","venue":"Heart","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver General Hospital; University of British Columbia","funders":"National Heart, Lung, and Blood Institute","keywords":"Medicine; Chest pain; Coronary artery disease; Cardiology; Internal medicine; Adverse effect; Disease; Judgement; Clinical judgement; Intensive care medicine","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01127016,0.0004556018,0.0006884335,0.001133823,0.0003550346,0.001075372,0.0004253057,0.0009681322,0.001146928],"category_scores_gemma":[0.06583124,0.0002417098,0.0006623814,0.0007752422,0.0006024023,0.0008081321,0.001084938,0.000617592,0.0002551129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003695615,"about_ca_system_score_gemma":0.0003861389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001568074,"about_ca_topic_score_gemma":0.001937944,"domain_scores_codex":[0.9891633,0.007800489,0.0008451192,0.00054342,0.001354075,0.0002936487],"domain_scores_gemma":[0.9516779,0.02787453,0.01504611,0.001387467,0.002233377,0.001780548],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00135907,0.00008600955,0.9926206,0.00007293614,0.0001413938,0.00003500469,0.0001813189,0.0002725881,0.00003350552,0.00002260767,0.0001536505,0.005021349],"study_design_scores_gemma":[0.0002580496,0.001169169,0.9939314,0.00009486618,0.0001712961,0.0002263522,0.0002996793,0.003250018,0.00006940956,0.0002462752,0.0002585014,0.00002498932],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967867,0.001237377,0.0004830945,0.0001975343,0.00003180821,0.00004882766,0.0001504513,0.000007244065,0.0010569],"genre_scores_gemma":[0.9993026,0.0001159507,0.0002817115,0.00004855834,0.00003450231,0.00001663101,0.00012774,0.000001209614,0.00007101648],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01127016,"threshold_uncertainty_score":0.05960304,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01639306086218561,"score_gpt":0.2759145865746846,"score_spread":0.259521525712499,"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."}}