{"id":"W4393260108","doi":"10.1503/cjs.002123","title":"Defining the Canadian rural general surgeon","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Surgery","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University; University of British Columbia; NOSM University","funders":"","keywords":"Rurality; Medicine; Workforce; Rural area; Population; Rural health; Metropolitan area; MEDLINE; Family medicine; Economic growth; Environmental health","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":[0.005060819,0.0005503747,0.0004788954,0.007548959,0.005703673,0.003873656,0.002013506,0.001712527,0.004446849],"category_scores_gemma":[0.01717967,0.0002499741,0.0004680761,0.01164412,0.004416939,0.002320651,0.002540134,0.001273356,0.0005553444],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04211268,"about_ca_system_score_gemma":0.1677382,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9315519,"about_ca_topic_score_gemma":0.9421637,"domain_scores_codex":[0.9950019,0.0009120275,0.0004236774,0.0004878713,0.002223497,0.0009509959],"domain_scores_gemma":[0.9861631,0.0017323,0.0009647632,0.0001231125,0.009482547,0.001534131],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001078526,0.00004659351,0.04698488,0.01922991,0.0001093733,0.002173062,0.0211204,0.0006971623,0.0009324526,0.08180747,0.4388819,0.387909],"study_design_scores_gemma":[0.0000247455,0.00003920349,0.047029,0.01712755,0.0001038395,0.001498399,0.02218456,0.0001997065,0.0001927706,0.004467963,0.9070652,0.00006693147],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.03290866,0.5824757,0.004474351,0.1702137,0.006020788,0.0009275027,0.006034452,0.0001120302,0.1968329],"genre_scores_gemma":[0.4223042,0.4770115,0.02041295,0.05524194,0.001881529,0.0009080156,0.004132992,0.00008275404,0.01802413],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.06844813,"threshold_uncertainty_score":0.3055503,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05727470905552036,"score_gpt":0.3743255882786389,"score_spread":0.3170508792231185,"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."}}