{"id":"W2899259807","doi":"10.1097/dcr.0000000000001204","title":"Consequences of Increasing Complexity in Anorectal Surgery Performed at an Academic Center","year":2018,"lang":"en","type":"article","venue":"Diseases of the Colon & Rectum","topic":"Healthcare Operations and Scheduling Optimization","field":"Health Professions","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network","funders":"","keywords":"Medicine; Colorectal surgery; Current Procedural Terminology; Intraclass correlation; General surgery; Graduate medical education; Perioperative; Specialty; Surgery; Anal canal; Rectum; Abdominal surgery; Accreditation; Family medicine; Psychometrics; Medical education","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":[0.001688663,0.0002230116,0.0002745921,0.002051177,0.001004788,0.001282266,0.0004848664,0.0004322537,0.002649346],"category_scores_gemma":[0.02409004,0.0002102228,0.0003518999,0.002020791,0.001065565,0.001008718,0.002127678,0.0008489965,0.0002148586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001482003,"about_ca_system_score_gemma":0.00152982,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002892028,"about_ca_topic_score_gemma":0.004729538,"domain_scores_codex":[0.9962302,0.0008705792,0.0006204941,0.0003966079,0.00112635,0.0007558221],"domain_scores_gemma":[0.9605893,0.008528751,0.02296362,0.0006295947,0.0020135,0.005275381],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000509963,0.00001932838,0.9972991,0.00001372042,0.00001072816,0.0002916502,0.0001498279,0.00005986376,0.00007998786,0.00003413612,0.00009299474,0.001897758],"study_design_scores_gemma":[0.000002985749,0.00007594896,0.9974766,0.00001980136,0.000006670565,0.001195184,0.0008693687,0.000128838,0.00004509746,0.0000525575,0.0001211368,0.000005878024],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987668,0.0002478836,0.0001215151,0.0002304627,0.000008092205,0.00001539308,0.0001052464,0.000004539562,0.0005000985],"genre_scores_gemma":[0.9996018,0.00008220742,0.0001425022,0.00004466983,0.00002151482,0.000005511799,0.00007880886,0.000001769233,0.00002124578],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002892028,"threshold_uncertainty_score":0.0107528,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1584804302358869,"score_gpt":0.438590949767395,"score_spread":0.2801105195315081,"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."}}