{"id":"W7132918468","doi":"","title":"Resident Learning and Surgical Risk: How Trainee Participation Affects Patient Safety","year":2023,"lang":"","type":"dissertation","venue":"TSpace","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Patient safety; Perioperative; Autonomy; Multivariate analysis; Retrospective cohort study; Cohort; Set (abstract data type); MEDLINE","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":[0.006776911,0.0002185661,0.0003241891,0.0009661636,0.0003501078,0.001609091,0.0005321796,0.0005504237,0.002186742],"category_scores_gemma":[0.0402139,0.000148644,0.0008735175,0.000788687,0.0006429526,0.001444024,0.001379548,0.000714158,0.0001902899],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006579618,"about_ca_system_score_gemma":0.001482552,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002185601,"about_ca_topic_score_gemma":0.002791663,"domain_scores_codex":[0.9935712,0.004025675,0.0005292926,0.0004998781,0.001032879,0.0003411548],"domain_scores_gemma":[0.9668564,0.01961416,0.009809466,0.0006248649,0.001552105,0.001542976],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002189801,0.0001334077,0.9540042,0.0003594701,0.0004860339,0.00005279842,0.001622047,0.0003057026,0.0001159156,0.0002551022,0.0002540003,0.04219243],"study_design_scores_gemma":[0.00001209882,0.0003755935,0.9943975,0.0005452374,0.0002950238,0.0001664342,0.001513205,0.0008511296,0.0001855661,0.000560185,0.001079031,0.00001898155],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870707,0.00753392,0.001445547,0.001657355,0.00004133735,0.00002966936,0.0001246486,0.000006995524,0.002089786],"genre_scores_gemma":[0.9977784,0.001475709,0.000351177,0.00009142611,0.00002756758,0.00001540274,0.00005338512,0.000003118127,0.0002039122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006776911,"threshold_uncertainty_score":0.03584015,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03133601555931325,"score_gpt":0.3702920397382488,"score_spread":0.3389560241789355,"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."}}