{"id":"W2339429909","doi":"10.1056/nejm200103013440906","title":"Underuse of Coronary Revascularization Procedures in Patients Considered Appropriate Candidates for Revascularization","year":2001,"lang":"en","type":"article","venue":"New England Journal of Medicine","topic":"Coronary Interventions and Diagnostics","field":"Medicine","cited_by":261,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kensington Health","funders":"","keywords":"Medicine; Revascularization; Coronary angiography; Myocardial revascularization; Clinical Practice; Prospective cohort study; Appropriateness criteria; Appropriate Use Criteria; Angiography; Intensive care medicine; Emergency medicine; Internal medicine; Cardiology; Radiology; Coronary artery disease; Physical therapy; 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":[0.001557348,0.0001588498,0.0003131519,0.0007234518,0.0004871856,0.0008005663,0.0002637908,0.0005990989,0.001602686],"category_scores_gemma":[0.009139061,0.0001723105,0.0003136147,0.0006021744,0.0004813686,0.0004545407,0.0006616208,0.0007490448,0.0002359312],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003950174,"about_ca_system_score_gemma":0.0003811464,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001397031,"about_ca_topic_score_gemma":0.001678667,"domain_scores_codex":[0.9978026,0.0008593989,0.0003023508,0.0003046076,0.0004298263,0.0003012033],"domain_scores_gemma":[0.987914,0.002474967,0.007401271,0.0002725928,0.0006782179,0.001258919],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008502718,0.00001206713,0.9989648,0.000006164214,0.00001141832,0.00008845855,0.00007710453,0.00002323164,0.00004857995,0.000008019434,0.00005611004,0.0006191055],"study_design_scores_gemma":[0.00001012727,0.0001285312,0.998404,0.00001281527,0.00001619448,0.0006589594,0.0003257222,0.0001873227,0.00004902671,0.00003199748,0.0001699878,0.000005358367],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992028,0.0001590304,0.00004791616,0.00008806948,0.000005350067,0.000007075829,0.00005325117,8.939428e-7,0.0004357274],"genre_scores_gemma":[0.9997901,0.00003867454,0.00003585995,0.00002359676,0.0000129555,0.000004604199,0.0000662965,4.462063e-7,0.00002743225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001602686,"threshold_uncertainty_score":0.00823617,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01889401673719233,"score_gpt":0.2808026166303778,"score_spread":0.2619085998931854,"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."}}