{"id":"W4289745830","doi":"10.1016/j.cjca.2022.07.015","title":"One for All and All for One","year":2022,"lang":"en","type":"article","venue":"Canadian Journal of Cardiology","topic":"Coronary Artery Anomalies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Medicine; Cardiology; Right coronary artery; Internal medicine; Chest pain; Artery; Circumflex; Coronary artery disease; Coronary arteries; Acute coronary syndrome; Myocardial bridge; Left coronary artery; Radiology; Coronary angiography; Myocardial infarction","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003981763,0.00006216259,0.0003692739,0.0001625432,0.0001026003,0.000005256712,0.00007653169,0.00003916673,0.00005491097],"category_scores_gemma":[0.0001079636,0.0000689649,0.0001367998,0.00002796519,0.00007126849,0.00003516655,0.00001249337,0.0001476762,4.601073e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001409411,"about_ca_system_score_gemma":0.0005598435,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007165283,"about_ca_topic_score_gemma":0.0004938692,"domain_scores_codex":[0.9993412,0.00005510224,0.0002065113,0.00009407596,0.00005703512,0.0002460549],"domain_scores_gemma":[0.9992152,0.0001450805,0.00008279338,0.00009512019,0.00009930457,0.0003624415],"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":[0.008132082,0.00006990742,0.1327481,0.0007363414,0.01199748,0.001709235,0.005160959,0.002526588,0.01628054,0.01697628,0.6801252,0.1235373],"study_design_scores_gemma":[0.001940841,0.002443983,0.02371147,0.00001164969,0.0004257861,0.002494551,0.0002235255,0.00003760634,0.00004569241,0.001496445,0.9670884,0.00008006988],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9335704,0.005298769,0.007210128,0.04744211,0.001436416,0.001114241,0.0004139213,0.00001001823,0.003504028],"genre_scores_gemma":[0.9953871,0.00002910031,0.001102436,0.002183164,0.0008288612,0.00003270719,0.00002550748,0.00001435458,0.0003967471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2869632,"threshold_uncertainty_score":0.2812307,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04519996665569644,"score_gpt":0.2634046986424003,"score_spread":0.2182047319867039,"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."}}