{"id":"W2126373895","doi":"10.1002/bjs.9860","title":"Systematic review with meta-analysis of the impact of surgical fellowship training on patient outcomes","year":2015,"lang":"en","type":"review","venue":"British journal of surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":72,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"Patient Safety Translational Research Centre; National Institute for Health and Care Research","keywords":"Medicine; Odds ratio; Meta-analysis; MEDLINE; Odds; Surgery; General surgery; Physical therapy; Internal medicine; Logistic regression","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":["metaepi_broad"],"consensus_categories":["metaepi_broad"],"category_scores_codex":[0.00482265,0.0003802488,0.01820141,0.0005567339,0.00003347827,0.00002345955,0.0001992253,0.0002044636,0.0004533518],"category_scores_gemma":[0.001887263,0.0001732531,0.01825898,0.001658768,0.0001037727,0.00006264502,0.0000256132,0.000774869,0.000001592925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001252648,"about_ca_system_score_gemma":0.0008873653,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002930495,"about_ca_topic_score_gemma":0.000002020598,"domain_scores_codex":[0.9927984,0.001324114,0.003909064,0.0001989792,0.001534157,0.0002352911],"domain_scores_gemma":[0.9884365,0.004482123,0.005589168,0.0004101502,0.0008004171,0.0002816783],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"meta_analysis","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.00008908509,0.0004473219,0.0004179969,0.3744148,0.4881896,0.002264015,0.00009893766,0.0001651586,5.297188e-9,0.000007427068,0.0005129533,0.1333927],"study_design_scores_gemma":[0.0003952842,0.0001264651,0.0002838504,0.4256225,0.5610048,0.003656968,0.00003785637,0.000004235446,4.073229e-8,0.000001542587,0.008701332,0.0001651437],"study_design_candidate":"meta_analysis","study_design_consensus":"meta_analysis","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000767718,0.9978445,0.000001460128,0.0000564091,0.00007514813,0.0007098633,0.00007910351,0.000005431332,0.0004604139],"genre_scores_gemma":[0.01658102,0.9831357,0.00001429392,0.00009546274,0.00002933254,0.00001491705,0.0000257092,0.00003854489,0.00006502344],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1332276,"threshold_uncertainty_score":0.9963744,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3035745151944211,"score_gpt":0.4093259745853341,"score_spread":0.105751459390913,"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."}}