{"id":"W2954296958","doi":"10.1016/j.jcmg.2019.05.009","title":"Controversies in Diagnostic Imaging of Patients With Suspected Stable and Acute Chest Pain Syndromes","year":2019,"lang":"en","type":"article","venue":"JACC. Cardiovascular imaging","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"St. Paul's Hospital; University of British Columbia","funders":"","keywords":"Medicine; Chest pain; Guideline; Intensive care medicine; Appropriate Use Criteria; Pathology; Cardiology; Internal 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009043878,0.0002844479,0.001006231,0.0003032669,0.0000466461,0.00006166271,0.00008429959,0.00003804555,0.00002042764],"category_scores_gemma":[0.002708534,0.0002547784,0.000364248,0.0003686114,0.0001428997,0.0002277948,0.00009953795,0.0002458294,0.000009600053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001733245,"about_ca_system_score_gemma":0.00009770715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004800898,"about_ca_topic_score_gemma":0.000005182045,"domain_scores_codex":[0.997932,0.0001611453,0.0003551818,0.0004832016,0.0005961563,0.0004723521],"domain_scores_gemma":[0.9968432,0.001989902,0.0001046858,0.0006500712,0.0002796702,0.000132493],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000908412,0.00009573712,0.9917511,0.0002550628,0.0009305549,0.0003447931,0.0002068444,0.0001580144,0.00009835808,0.00002097109,0.0002813098,0.00576641],"study_design_scores_gemma":[0.007638032,0.0000676295,0.9852977,0.0006155008,0.001227039,0.0001133503,0.0005683688,0.0007329049,0.000284249,0.00001882961,0.003123658,0.0003127252],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849412,0.01144597,0.001022886,0.000366802,0.0001813161,0.0009167462,0.00004099337,0.00006967786,0.001014347],"genre_scores_gemma":[0.9985207,0.000207519,0.0007552693,0.0003012804,0.00004719234,0.00002179874,0.00005993717,0.00005754472,0.00002872216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01357947,"threshold_uncertainty_score":0.9999905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003145408626082438,"score_gpt":0.1931920295048429,"score_spread":0.1900466208787605,"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."}}