{"id":"W2260859221","doi":"10.1161/circoutcomes.8.suppl_2.23","title":"Abstract 23: Temporal Trends in Percutaneous Coronary Intervention Appropriateness: Insights from the Clinical Outcomes Assessment Program","year":2015,"lang":"en","type":"article","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Clinical practice guidelines implementation","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Conventional PCI; Medicine; Percutaneous coronary intervention; Myocardial infarction; Angina; Cardiology; Appropriate Use Criteria; Internal medicine; Unstable angina; Emergency 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":[0.005785832,0.000267951,0.001055731,0.0001212213,0.0001010882,0.00009978835,0.0001313483,0.0002420023,0.00004403054],"category_scores_gemma":[0.002457001,0.0001831827,0.001279498,0.0002616779,0.0001502963,0.0003635494,0.0001017862,0.000520486,0.00001772689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002067086,"about_ca_system_score_gemma":0.0001575176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003353469,"about_ca_topic_score_gemma":0.0007468786,"domain_scores_codex":[0.9946636,0.001327048,0.002185556,0.0005948602,0.00100798,0.0002209822],"domain_scores_gemma":[0.9967985,0.001501334,0.0004282233,0.0007932107,0.0002648677,0.0002138487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001121015,0.0004269048,0.7511831,0.0000264896,0.001012601,0.00006282754,0.0002365911,0.0001685389,0.000003859996,0.00009788539,0.00005194525,0.2466172],"study_design_scores_gemma":[0.005416161,0.0001139033,0.9866565,0.00004212942,0.0006333715,0.00005077107,0.002049709,0.0007373312,6.475817e-7,0.0009996443,0.003079313,0.000220515],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9914171,0.0008877825,0.001762341,0.00392794,0.0006512284,0.0009878342,0.00002063253,0.0001183896,0.000226729],"genre_scores_gemma":[0.9947119,0.00006155628,0.002758639,0.001050388,0.0002173332,0.00006046587,0.001086135,0.00002664357,0.00002689335],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2463967,"threshold_uncertainty_score":0.7469975,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3848705082506316,"score_gpt":0.5281411286266552,"score_spread":0.1432706203760236,"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."}}