{"id":"W4404198106","doi":"10.4103/cjrm.cjrm_59_23","title":"Preparing general surgery residents for rural practice in British Columbia: Competencies, privileging and geography","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Rural Medicine","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Graduation (instrument); Medicine; Competence (human resources); Core competency; Curriculum; Medical education; Scope of practice; General practice; Nursing; Family medicine; Psychology; Pedagogy; Management; Health care; Political science","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":[0.0009188784,0.0001344698,0.0001069805,0.0008746693,0.001535653,0.001146033,0.0004887897,0.0002220383,0.005854056],"category_scores_gemma":[0.005041617,0.0001646921,0.00008082207,0.001478508,0.001250311,0.0004188446,0.00169865,0.0005696817,0.0006604783],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006210358,"about_ca_system_score_gemma":0.02118062,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.644246,"about_ca_topic_score_gemma":0.8413965,"domain_scores_codex":[0.9990631,0.0001792292,0.00005424191,0.00007507767,0.0003074274,0.000321113],"domain_scores_gemma":[0.9947515,0.0005698091,0.001206343,0.00007564126,0.0009063656,0.002490388],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.00003555036,0.00007076037,0.9247792,0.0003252125,0.00001068003,0.0003994485,0.005682047,0.0002597984,0.0005162169,0.0002479386,0.009085439,0.05858787],"study_design_scores_gemma":[0.000002902676,0.00003233677,0.9837572,0.000199763,0.000002539865,0.0002356802,0.009582165,0.000104587,0.00004296363,0.00008141302,0.005950695,0.000007713607],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9836426,0.000919147,0.0002466061,0.003368116,0.00003496611,0.00006802811,0.0005795506,0.00001495438,0.011126],"genre_scores_gemma":[0.9960061,0.0009959284,0.0006167946,0.0004311291,0.00001450513,0.00002520364,0.0003042652,0.000005847328,0.00160027],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9937896,"threshold_uncertainty_score":0.7156981,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02427412529940277,"score_gpt":0.3649595772214283,"score_spread":0.3406854519220255,"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."}}