{"id":"W3197824321","doi":"10.1503/cjs.014119","title":"Are we producing general surgeons who are ready for community or rural practice?","year":2021,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Diversity and Career in Medicine","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Subspecialty; Specialty; General practice; Residency training; Community practice; Medical education; Rural community; Family medicine; Continuing education","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.0060276,0.0002279848,0.000239516,0.0006737431,0.005241722,0.005756351,0.001379542,0.001959072,0.02754806],"category_scores_gemma":[0.02891941,0.0003048012,0.0002250611,0.001425553,0.004926602,0.003737279,0.002400585,0.002967503,0.00409019],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005063944,"about_ca_system_score_gemma":0.02511051,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05289203,"about_ca_topic_score_gemma":0.1148525,"domain_scores_codex":[0.995139,0.001373626,0.0001667825,0.0003795176,0.001166524,0.001774601],"domain_scores_gemma":[0.96202,0.004146079,0.004723111,0.0009068762,0.005551575,0.02265218],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001506114,0.0003423305,0.3935872,0.0009178397,0.00004197195,0.001937299,0.0333654,0.0001356865,0.00102041,0.008023238,0.3217965,0.2386816],"study_design_scores_gemma":[0.0001047873,0.0002646759,0.3349186,0.003052419,0.0000448525,0.002202024,0.2414421,0.0002280276,0.0003741907,0.005881618,0.4113857,0.0001008328],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2414109,0.007272606,0.0006315697,0.7025645,0.002888044,0.00008660797,0.0002973295,0.0001383941,0.04470999],"genre_scores_gemma":[0.912544,0.009657808,0.001980281,0.06197949,0.0009452857,0.0001021599,0.0002812793,0.0001100463,0.01239955],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05289203,"threshold_uncertainty_score":0.1051683,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.207942851073644,"score_gpt":0.3421221293350545,"score_spread":0.1341792782614106,"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."}}