{"id":"W179085861","doi":"","title":"A retrospective review of general surgery training outcomes at the University of Toronto.","year":2009,"lang":"en","type":"review","venue":"PubMed","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; St Joseph's Health Centre; University Health Network","funders":"","keywords":"Medicine; Workload; Subspecialty; Graduation (instrument); Certification; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0007253637,0.0003672705,0.0004666058,0.004279763,0.000861925,0.0008343346,0.0006878203,0.0002755115,0.005461566],"category_scores_gemma":[0.004382041,0.0004318591,0.0003467665,0.00945138,0.0005767887,0.0003822265,0.0007799626,0.0002029624,0.0008430451],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005854188,"about_ca_system_score_gemma":0.005966233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.300888,"about_ca_topic_score_gemma":0.3247442,"domain_scores_codex":[0.9982997,0.0001325441,0.000406261,0.0002519713,0.0006645527,0.0002450437],"domain_scores_gemma":[0.9918028,0.0007974881,0.004201487,0.0003343712,0.00210708,0.0007568315],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008431309,0.00001691137,0.9860802,0.0008994713,0.00006544622,0.001174741,0.001075825,0.0000454819,0.0002995871,0.00003278926,0.002237103,0.00798814],"study_design_scores_gemma":[0.000004743649,0.00004581129,0.9966034,0.0001844815,0.00003712049,0.0007015414,0.0007208028,0.00002151356,0.00004735185,0.000004195884,0.001623915,0.00000510369],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9550217,0.01242286,0.0002189137,0.0001887748,0.00005140235,0.0003737111,0.02570437,0.0000553755,0.005962777],"genre_scores_gemma":[0.9849452,0.005088751,0.0001662016,0.0001166879,0.00003479824,0.0001535483,0.00843065,0.00001329401,0.001050867],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.300888,"threshold_uncertainty_score":0.5982732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1228660356814705,"score_gpt":0.3203171115052324,"score_spread":0.1974510758237619,"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."}}