{"id":"W2528971263","doi":"10.1002/bjs.10313","title":"Systematic review to establish absolute standards for technical performance in surgery","year":2016,"lang":"en","type":"review","venue":"British journal of surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Medicine; PsycINFO; MEDLINE; Systematic review; Evidence-based medicine; Medical physics; Medical education; Quality (philosophy); Educational measurement; Alternative medicine; Pathology","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01164001,0.0003306843,0.00736719,0.0007681779,0.00005480054,0.00007646786,0.0001747009,0.0002734924,0.0001957299],"category_scores_gemma":[0.01582479,0.0002529379,0.002271014,0.0007889915,0.00004345592,0.0002245614,0.00003798858,0.0005697047,0.00001558742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004788914,"about_ca_system_score_gemma":0.001928503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001966847,"about_ca_topic_score_gemma":0.000002388171,"domain_scores_codex":[0.9938678,0.0002994487,0.004090841,0.0002845176,0.0009814014,0.0004760271],"domain_scores_gemma":[0.9896761,0.007179329,0.00162619,0.0002623289,0.0008411092,0.0004149836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00002863297,0.00003934413,0.00002231798,0.5001982,0.00009618197,0.0006748814,0.000001129317,1.071641e-7,9.020641e-9,0.000001279197,0.006338907,0.492599],"study_design_scores_gemma":[0.0002099502,0.00002077811,0.00008562914,0.5593112,0.0005804946,0.005849169,0.000001348852,3.46417e-7,3.45948e-8,0.000001697071,0.4337821,0.0001572114],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00003719876,0.9970676,0.0001164344,0.000116269,0.0005718102,0.001678797,0.0001183992,0.00002578548,0.0002677266],"genre_scores_gemma":[0.000161708,0.998484,0.0001044273,0.0004328791,0.0004130941,0.0001475224,0.00002903984,0.00007662833,0.0001507089],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.4924418,"threshold_uncertainty_score":0.9999923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08342862354117912,"score_gpt":0.3705811771121405,"score_spread":0.2871525535709614,"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."}}