{"id":"W1967899094","doi":"10.1053/jpsu.2001.22941","title":"Training general surgery residents in pediatric surgery: A Canadian survey","year":2001,"lang":"en","type":"article","venue":"Journal of Pediatric Surgery","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":false,"ca_institutions":"Queen's University","funders":"","keywords":"Medicine; Pediatric Surgeon; Competence (human resources); Pediatric surgery; Family medicine; General surgery; Surgery","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.009279273,0.0003391255,0.001547088,0.004898984,0.0001196866,0.00007291686,0.0001361568,0.0002894135,0.0007132533],"category_scores_gemma":[0.007480162,0.0003119022,0.0008433295,0.00351786,0.00003608433,0.0003769354,0.00002292864,0.0007421459,0.00004247752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003768571,"about_ca_system_score_gemma":0.004668545,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01521039,"about_ca_topic_score_gemma":0.01306236,"domain_scores_codex":[0.9947482,0.0006389719,0.002204706,0.0003414712,0.001029758,0.001036945],"domain_scores_gemma":[0.9862796,0.01077569,0.0009325064,0.0002543149,0.0004838147,0.001274086],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003813744,0.0001193801,0.9559678,0.00004150565,0.00004827455,0.00526436,0.0001559111,0.0001040387,7.547095e-7,0.000001785681,0.0254712,0.01244364],"study_design_scores_gemma":[0.000907283,0.00002410723,0.9943231,0.00005730465,0.0001482281,0.0003815416,0.00008431166,0.000079584,0.000001687582,0.00002858363,0.003656105,0.0003081485],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9936753,0.002154086,0.00001266962,0.0004979866,0.002413484,0.0001218686,0.00001169395,0.00003180268,0.00108111],"genre_scores_gemma":[0.9835917,0.005655549,0.00005945602,0.0006175204,0.009745065,0.000003629702,0.00004972816,0.00006260575,0.0002147613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03835534,"threshold_uncertainty_score":0.9999333,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1104868930767493,"score_gpt":0.3141773815025436,"score_spread":0.2036904884257943,"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."}}