{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004601458,0.0000903269,0.0001682233,0.0001690623,0.00008534766,0.000001946624,0.00003836647,0.00001904821,0.00007986091],"category_scores_gemma":[0.0001126437,0.00009811821,0.00003930275,0.000243618,0.00003836206,0.00008345419,0.0001719677,0.0003113509,0.00001080351],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003346835,"about_ca_system_score_gemma":0.00007547878,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009233982,"about_ca_topic_score_gemma":0.000007164429,"domain_scores_codex":[0.9986132,0.0002855906,0.0001924462,0.0002512872,0.0004103822,0.0002470798],"domain_scores_gemma":[0.9995635,0.00007163562,0.00002970304,0.0001559696,0.00003061921,0.0001486209],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004007418,0.0003447608,0.9948956,0.00003394849,0.00002493818,0.00007762526,0.00037594,0.00006580159,0.00009419099,0.000003561021,0.001147244,0.002535661],"study_design_scores_gemma":[0.001831002,0.0002503713,0.9910899,0.00004481753,0.00001186906,0.000004373514,0.001007296,0.001184742,0.000005692775,0.00005445765,0.004441551,0.0000739523],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967243,0.00003722557,0.000003255134,0.00198422,0.0001169552,0.0008107559,0.00003432433,0.00001911146,0.0002698367],"genre_scores_gemma":[0.9950509,0.000007395074,0.00005649327,0.004417765,0.00005345456,0.0002208885,0.00007154835,0.00001522535,0.0001063028],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003805713,"threshold_uncertainty_score":0.4001144,"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."}}