{"id":"W4310052602","doi":"10.1177/08465371221139825","title":"Cardiac Investigation Trends Among Primary Care Physicians: A Paradigm Shift","year":2022,"lang":"en","type":"article","venue":"Canadian Association of Radiologists Journal","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto General Hospital; Women's College Hospital; University of Toronto","funders":"","keywords":"Medicine; Chest pain; Coronary angiography; Cohort; Retrospective cohort study; Internal medicine; Emergency medicine; Radiology; Cardiology; Myocardial infarction","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":[0.00446435,0.0001005551,0.0002097483,0.001587246,0.0007226022,0.001679284,0.0006666947,0.001150361,0.001741085],"category_scores_gemma":[0.01723885,0.0002090857,0.0002337455,0.00179281,0.0006998276,0.001255503,0.0008596248,0.0008522905,0.0002128934],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002954604,"about_ca_system_score_gemma":0.003126211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0164147,"about_ca_topic_score_gemma":0.02442737,"domain_scores_codex":[0.9966379,0.0009569743,0.0003808549,0.0006597618,0.0009211575,0.0004432508],"domain_scores_gemma":[0.9774449,0.008165623,0.007960796,0.0005350562,0.003126232,0.00276733],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00009181533,0.0001485678,0.9562467,0.0002274199,0.00003024539,0.0003013554,0.003034225,0.00008653414,0.0004880144,0.0007431575,0.003954781,0.0346471],"study_design_scores_gemma":[0.00001222958,0.0001234628,0.9912249,0.0001874158,0.00001106824,0.0005753922,0.003308508,0.000285123,0.0001067852,0.0002376335,0.003918193,0.000009286486],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9530439,0.006288326,0.0005933004,0.03593788,0.0001686333,0.00003685499,0.0005983185,0.00003388455,0.003298834],"genre_scores_gemma":[0.9931185,0.001793577,0.0005905645,0.003785656,0.000253401,0.00002568607,0.0002269828,0.00000643625,0.0001991803],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0164147,"threshold_uncertainty_score":0.03263831,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009244706145565716,"score_gpt":0.2287049742402952,"score_spread":0.2194602680947295,"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."}}