{"id":"W2114271150","doi":"","title":"Training of Canadian general surgeons: are they really prepared? CAGS questionnaire on surgical training.","year":2005,"lang":"en","type":"article","venue":"PubMed","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; Memorial University of Newfoundland","funders":"","keywords":"Subspecialty; Medicine; Specialty; Training (meteorology); Medical education; General practice; 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":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.001332936,0.0002217792,0.0002394347,0.001336575,0.001661147,0.0005125375,0.0006661415,0.000533422,0.006718708],"category_scores_gemma":[0.007232641,0.0002017513,0.0002718121,0.001679291,0.0007238007,0.0004654604,0.000733264,0.0006642504,0.000675772],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008597219,"about_ca_system_score_gemma":0.01346378,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8439983,"about_ca_topic_score_gemma":0.9185476,"domain_scores_codex":[0.9991058,0.00008956675,0.00008603765,0.00005378935,0.000380575,0.0002843501],"domain_scores_gemma":[0.9946748,0.0004821655,0.0009910888,0.00006303968,0.001774841,0.002014124],"domain_codex":null,"domain_gemma":"evaluation","domain_candidate":"evaluation","domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001304925,0.0001247058,0.9334879,0.0001930029,0.00002877011,0.0001508493,0.004813232,0.0001493384,0.0003670222,0.0001488622,0.04571289,0.014693],"study_design_scores_gemma":[0.00001363155,0.00005250737,0.9869455,0.00005407122,0.000005047594,0.00006017842,0.004825436,0.0000917732,0.00003905795,0.00002136162,0.0078783,0.00001315361],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9602364,0.0006778982,0.0001039553,0.005772887,0.0001565977,0.0003686418,0.01450467,0.00004061737,0.01813826],"genre_scores_gemma":[0.9896604,0.0006239486,0.0004490913,0.001123594,0.00004974872,0.0001958434,0.004425669,0.00001005314,0.003461564],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9986671,"threshold_uncertainty_score":0.3138408,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07594407961756125,"score_gpt":0.2699757238820993,"score_spread":0.194031644264538,"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."}}