{"id":"W1480079961","doi":"10.1161/circulationaha.114.015156","title":"Temporal Trends in Percutaneous Coronary Intervention Appropriateness","year":2015,"lang":"en","type":"article","venue":"Circulation","topic":"Acute Myocardial Infarction Research","field":"Medicine","cited_by":68,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Capital District Health Authority","funders":"","keywords":"Medicine; Appropriateness criteria; Percutaneous coronary intervention; Cardiology; Appropriate Use Criteria; Intensive care medicine; Internal medicine; Radiology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000370827,0.00007610362,0.000152366,0.0003331857,0.00002161376,0.00001570232,0.00004113266,0.00009526449,0.0001506259],"category_scores_gemma":[0.00006982173,0.00007401188,0.00007532118,0.0003918114,0.00003471318,0.000123412,0.00002568213,0.0001513019,0.00009536099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003342599,"about_ca_system_score_gemma":0.00005218316,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003306748,"about_ca_topic_score_gemma":0.00001435339,"domain_scores_codex":[0.999043,0.00008416455,0.0002204544,0.000185212,0.000320148,0.0001469873],"domain_scores_gemma":[0.999512,0.00001090059,0.00004303074,0.0001757194,0.0001411069,0.000117308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005886175,0.0002579884,0.8458593,0.00003802441,0.00005391322,0.0003646617,0.0006495038,0.001187923,0.003906901,0.0001933577,0.002335356,0.1445644],"study_design_scores_gemma":[0.001798442,0.0001363108,0.9758633,0.00003815172,0.00002511032,0.001013521,0.0003756138,0.01679929,0.00007264903,0.0003469939,0.003421314,0.0001092431],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910637,0.00009541397,0.001208251,0.001508795,0.0002214631,0.0002164724,0.000002298632,0.00006993607,0.005613662],"genre_scores_gemma":[0.998662,0.000002618668,0.0002298641,0.0001848855,0.0001230034,0.00001510974,0.0002978604,0.00001531658,0.0004693618],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1444551,"threshold_uncertainty_score":0.3018117,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07101962284247638,"score_gpt":0.3503388107410685,"score_spread":0.2793191878985922,"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."}}