{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008210114,0.00009058128,0.0002673547,0.00009601197,0.0004974506,0.000003161434,0.0001758274,0.0001293862,0.0002260222],"category_scores_gemma":[0.001340998,0.00006614417,0.00006800202,0.0002721682,0.0004805932,0.0001204043,0.00009941467,0.0002387681,0.000007376042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001654551,"about_ca_system_score_gemma":0.0007476432,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001581803,"about_ca_topic_score_gemma":0.001952915,"domain_scores_codex":[0.9974112,0.00140997,0.0005795592,0.0001652199,0.0001774872,0.0002565441],"domain_scores_gemma":[0.9985125,0.0005536964,0.0003069704,0.0002486132,0.0002739757,0.0001042514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004489431,0.00007208078,0.9954253,0.0001414609,0.000005985975,3.690728e-7,0.001261736,0.00003290991,0.001818477,0.0002454149,0.0002221054,0.0003251939],"study_design_scores_gemma":[0.0003647441,0.0000934268,0.9924768,0.0007351795,0.00001663365,0.000002061402,0.0007793777,0.002961291,0.001991074,0.0003977748,0.0000825751,0.00009907111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973974,0.000147126,0.00001250182,0.00106644,0.0005144021,0.0004780961,0.00012408,0.00001951587,0.0002403951],"genre_scores_gemma":[0.9991269,0.00006278128,0.0002198452,0.0003493057,0.0001053818,0.00002980645,0.00005514838,0.00001052063,0.00004032629],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002948532,"threshold_uncertainty_score":0.3826038,"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."}}