{"id":"W2315162017","doi":"10.1056/nejm-jw.na40947","title":"For Ischemic Cardiomyopathy, Bypass Surgery May Be Better After All","year":2016,"lang":"en","type":"article","venue":"Journal watch","topic":"Cardiac Imaging and Diagnostics","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Cardiology; Bypass grafting; Angina; Coronary artery disease; Internal medicine; Artery; Ischemic cardiomyopathy; Ejection fraction; Canadian Cardiovascular Society; Stenosis; Randomized controlled trial; Medical therapy; Surgery; Heart failure; Myocardial infarction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005667554,0.0001508448,0.0003963255,0.00007611676,0.00004426102,0.00004524149,0.00005364175,0.00008668254,0.0001243174],"category_scores_gemma":[0.000554069,0.0000908595,0.000561629,0.0000546839,0.00004310518,0.0001093564,0.00002924942,0.0001971988,0.00007231353],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001332136,"about_ca_system_score_gemma":0.0001096629,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000643781,"about_ca_topic_score_gemma":7.843345e-7,"domain_scores_codex":[0.9988065,0.00003217522,0.0003039557,0.0001705787,0.0002916804,0.0003950503],"domain_scores_gemma":[0.9985103,0.0006992855,0.00008623134,0.0002386219,0.0002055708,0.0002599735],"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":[0.0001748854,0.00003033932,0.274747,0.00002880321,0.0001321411,0.0002888699,0.00006654529,1.428633e-7,0.005848782,9.126627e-7,0.7104401,0.008241485],"study_design_scores_gemma":[0.001394372,0.00004896872,0.0334407,0.0002669376,0.0003453295,0.001707612,0.0000195762,0.000001603731,0.008865028,0.00008600995,0.953647,0.0001769274],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7820384,0.0008218149,0.002106712,0.2123317,0.001541356,0.0001250534,0.00005502692,0.00004067369,0.0009393082],"genre_scores_gemma":[0.9794819,0.0004227302,0.001153928,0.008171189,0.003451146,0.00003866055,0.000009492025,0.00005056674,0.007220408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2432068,"threshold_uncertainty_score":0.3705143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02135907028459704,"score_gpt":0.2821709246776551,"score_spread":0.2608118543930581,"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."}}