{"id":"W2007033222","doi":"10.1007/s00464-011-1670-9","title":"MIS training in Canada: a national survey of general surgery residents","year":2011,"lang":"en","type":"article","venue":"Surgical Endoscopy","topic":"Surgical Simulation and Training","field":"Medicine","cited_by":37,"is_retracted":false,"has_abstract":false,"ca_institutions":"London Health Sciences Centre; Western University; University of Manitoba; Toronto Western Hospital; University Health Network; University of Toronto","funders":"","keywords":"Medicine; Curriculum; Demographics; Medical education; Laparoscopic surgery; Family medicine; General surgery; Laparoscopy; Psychology","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":[0.0007147695,0.0003161471,0.0004034794,0.001639501,0.002611285,0.001303289,0.001187254,0.00108683,0.002866562],"category_scores_gemma":[0.003280032,0.0004997884,0.0004935975,0.005093191,0.0007151653,0.0006869929,0.001205441,0.001049525,0.0005154219],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02263624,"about_ca_system_score_gemma":0.04074876,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9918101,"about_ca_topic_score_gemma":0.9964918,"domain_scores_codex":[0.9981987,0.000136739,0.000147933,0.000186535,0.0007166114,0.0006136146],"domain_scores_gemma":[0.9936121,0.0002350127,0.00108284,0.00008195184,0.002738634,0.002249447],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003362586,0.00005964007,0.9943982,0.00003136676,0.00002455388,0.00006434763,0.0009727362,0.00004680649,0.00008463187,0.00004836465,0.00173892,0.002496774],"study_design_scores_gemma":[0.000003547542,0.00001550113,0.9961696,0.00002881568,0.00000692874,0.00003956922,0.002739272,0.000113344,0.00001935102,0.000009696503,0.0008474953,0.00000687195],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888743,0.0007058911,0.00009289231,0.001630348,0.00002851501,0.00006314596,0.004745283,0.0000139663,0.003845725],"genre_scores_gemma":[0.9946975,0.0008941218,0.0002104264,0.0008414228,0.00001357858,0.0000295474,0.001559561,0.000009107677,0.001744716],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02263624,"threshold_uncertainty_score":0.1642382,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1521556388002318,"score_gpt":0.328382171302686,"score_spread":0.1762265325024542,"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."}}