{"id":"W4220810664","doi":"10.1111/jrh.12661","title":"A cross‐sectional study of community‐level physician retention and hospitalization in rural Ontario, Canada","year":2022,"lang":"en","type":"article","venue":"The Journal of Rural Health","topic":"Primary Care and Health Outcomes","field":"Health Professions","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Queen's University; Centre for Family Medicine; Western University","funders":"Western University; Academic Medical Organization of Southwestern Ontario; Lawson Health Research Institute","keywords":"Medicine; Family medicine; Public health; Rural community; Ambulatory; Cross-sectional study; Community health; Rural area; Population; Environmental health; Demography; Gerontology; Nursing; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"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":[],"consensus_categories":[],"category_scores_codex":[0.0006094583,0.0002397358,0.0002572013,0.0007491808,0.002287439,0.0007140621,0.0008015851,0.0003000305,0.001479813],"category_scores_gemma":[0.001957632,0.0002902295,0.0003452466,0.00207597,0.0005666912,0.0003570739,0.0005233178,0.0004574653,0.0001690198],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01041649,"about_ca_system_score_gemma":0.01705468,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.987374,"about_ca_topic_score_gemma":0.9920947,"domain_scores_codex":[0.9992884,0.00006713774,0.00004293706,0.0001363424,0.0002595177,0.0002056975],"domain_scores_gemma":[0.9978562,0.0001208805,0.0006610107,0.00007596329,0.0008028148,0.0004830867],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001578314,0.00002112208,0.9980943,0.00001324074,0.00002292665,0.00002895777,0.0004409465,0.00002340203,0.0000709551,0.00001626183,0.0004622344,0.0007898477],"study_design_scores_gemma":[0.000004099249,0.00001437395,0.9987509,0.00001421784,0.000009204543,0.00002575903,0.0007122684,0.00008012424,0.00001348307,0.000007668682,0.0003649469,0.000002952007],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952486,0.0003602554,0.0001273021,0.0002729365,0.000009769628,0.00004633763,0.002818932,0.000007263731,0.00110856],"genre_scores_gemma":[0.9980745,0.0002105316,0.000125384,0.0001098896,0.000006402504,0.00002677819,0.000899537,0.000002465209,0.0005444683],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01262599,"threshold_uncertainty_score":0.07557732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07328123013031952,"score_gpt":0.401485695239928,"score_spread":0.3282044651096085,"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."}}