{"id":"W2114890996","doi":"10.1161/circoutcomes.112.965632","title":"Clinical Evidence, Practice Guidelines, and β-Blocker Utilization Before Major Noncardiac Surgery","year":2012,"lang":"en","type":"article","venue":"Circulation Cardiovascular Quality and Outcomes","topic":"Cardiac, Anesthesia and Surgical Outcomes","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Medical prescription; Perioperative; Randomized controlled trial; Clinical trial; Clinical Practice; Population; Blockade; Emergency medicine; Intensive care medicine; Internal medicine; Anesthesia; Family medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.01175451,0.0002953323,0.001948444,0.0001444974,0.0001887222,0.00006807839,0.00004597894,0.0003259367,0.0000251539],"category_scores_gemma":[0.01667846,0.0002378819,0.002340462,0.0002828841,0.0001793198,0.0007369331,0.00006345023,0.0002414445,0.0000252925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005531832,"about_ca_system_score_gemma":0.0001000274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001151638,"about_ca_topic_score_gemma":0.000002051945,"domain_scores_codex":[0.9956018,0.001292336,0.001265939,0.0004911979,0.0009586753,0.0003900697],"domain_scores_gemma":[0.9942646,0.003704156,0.0002285003,0.0007021179,0.0006466307,0.0004539935],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007262608,0.00006039335,0.9320625,0.0001964962,0.001701183,0.0000205323,0.0001883108,0.000006146629,0.000002648123,0.002031723,0.0002466961,0.06341074],"study_design_scores_gemma":[0.000757716,0.00001352611,0.8180318,0.00008359249,0.001778345,0.0002934389,0.0002591882,0.00004573975,0.000003946449,0.00002574798,0.1784839,0.0002230554],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8900235,0.08936489,0.005859695,0.01088601,0.001151665,0.001039355,0.0000106997,0.000194814,0.00146938],"genre_scores_gemma":[0.9862961,0.004449521,0.002443661,0.005434393,0.0009797155,0.00002893494,0.00006963545,0.00003938971,0.0002586173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1782372,"threshold_uncertainty_score":0.9916044,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2758196494161945,"score_gpt":0.4501352623889206,"score_spread":0.1743156129727261,"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."}}