{"id":"W235358606","doi":"10.1503/cjs.026811","title":"The Canadian general surgery resident: defining current challenges for surgical leadership","year":2012,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Royal Alexandra Hospital; University of Alberta","funders":"","keywords":"Mentorship; Medicine; Family medicine; Medical education; Gerontology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.00448635,0.0005349215,0.0003888291,0.002344202,0.01152462,0.004489226,0.002318929,0.001742561,0.003177512],"category_scores_gemma":[0.01198957,0.0003082446,0.0003240451,0.00361897,0.003936185,0.00254457,0.002783535,0.002366875,0.0004433076],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04321858,"about_ca_system_score_gemma":0.136974,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9326277,"about_ca_topic_score_gemma":0.9736115,"domain_scores_codex":[0.9952596,0.0005659043,0.0001795793,0.0002050907,0.002060269,0.001729497],"domain_scores_gemma":[0.9891991,0.0006180843,0.0008383562,0.00006212118,0.004207138,0.005075308],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001619616,0.0001741786,0.4565375,0.001713958,0.00005054353,0.00239409,0.06167577,0.0004225046,0.0006112482,0.005404568,0.1992827,0.2715709],"study_design_scores_gemma":[0.00002173185,0.0001718729,0.5784885,0.00244162,0.00003870513,0.001711709,0.3087702,0.0007667583,0.0001301203,0.001592868,0.1057465,0.0001194013],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4772142,0.05847811,0.001064919,0.4096636,0.002327468,0.0003088799,0.001186054,0.0001244974,0.04963232],"genre_scores_gemma":[0.9437652,0.03541556,0.003096764,0.01307454,0.0004698692,0.0001143972,0.0007122713,0.00002958043,0.003321939],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9567814,"threshold_uncertainty_score":0.3135742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3645042416970697,"score_gpt":0.3309002734437923,"score_spread":0.03360396825327738,"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."}}