{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04555973,0.002544393,0.01216107,0.0194883,0.001145137,0.005052179,0.003977431,0.002860059,0.006454065],"category_scores_gemma":[0.1783213,0.001679445,0.01091989,0.01585734,0.001878945,0.006077142,0.003141148,0.002351803,0.000635237],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.007754018,"about_ca_system_score_gemma":0.02598007,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007494777,"about_ca_topic_score_gemma":0.02038189,"domain_scores_codex":[0.9423747,0.02252452,0.02117916,0.002330563,0.0109693,0.0006216313],"domain_scores_gemma":[0.891308,0.07638168,0.01886941,0.002559403,0.01024495,0.0006364713],"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":[0.0000890825,0.0000138695,0.0006941091,0.9572019,0.008680061,0.00005519392,0.0002241508,0.0001058431,0.00009102482,0.0004673968,0.001267041,0.03111038],"study_design_scores_gemma":[0.0002081729,0.0001186265,0.002741862,0.9430746,0.03902101,0.000195882,0.0002904708,0.0001115004,0.0001597625,0.0005352785,0.01350932,0.0000334842],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0009921882,0.9934202,0.0009611272,0.0004883882,0.0003180184,0.00245683,0.0006188244,0.00002448182,0.0007199214],"genre_scores_gemma":[0.03427471,0.946733,0.00967417,0.00104734,0.0001810253,0.006941245,0.0008495763,0.00002021037,0.0002787681],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04555973,"threshold_uncertainty_score":0.2409458,"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."}}