{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001412587,0.0004954668,0.0005016878,0.002268429,0.003792252,0.001310839,0.002003431,0.001346846,0.00529044],"category_scores_gemma":[0.004542264,0.0006951361,0.000591584,0.006217494,0.0007711521,0.0007797345,0.001264659,0.001565421,0.0006413052],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02809026,"about_ca_system_score_gemma":0.05192218,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9882627,"about_ca_topic_score_gemma":0.9958858,"domain_scores_codex":[0.9969248,0.0001717112,0.0001716582,0.0002224561,0.001213444,0.001295924],"domain_scores_gemma":[0.9911485,0.0003402317,0.001500597,0.00008193761,0.003578553,0.003350277],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008985784,0.0001953708,0.9792229,0.0001509196,0.00004389105,0.0002858832,0.003033979,0.0001114417,0.0002676402,0.0001498833,0.007890973,0.008557182],"study_design_scores_gemma":[0.00001455866,0.00005300267,0.9899749,0.00007082577,0.00001449862,0.000150116,0.006210259,0.000128878,0.00003776125,0.00001109433,0.003315831,0.0000182821],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9737542,0.001429036,0.0001779848,0.004459206,0.00008819361,0.0002130079,0.006464066,0.00002942245,0.01338491],"genre_scores_gemma":[0.9897131,0.002781786,0.0004586754,0.002448471,0.0000371534,0.0000874422,0.001886908,0.00001994425,0.002566531],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9719098,"threshold_uncertainty_score":0.20381,"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."}}