{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.003808546,0.00009636494,0.0003538856,0.0001249151,0.001938279,0.000004571146,0.0002467836,0.00003090305,0.0001446787],"category_scores_gemma":[0.00003454203,0.00007231707,0.00003554957,0.000237889,0.00003249429,0.0001491664,0.0001740569,0.001680077,3.301352e-7],"about_ca_system_candidate":true,"about_ca_system_consensus":true,"about_ca_system_score_codex":0.00402303,"about_ca_system_score_gemma":0.006667766,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9811873,"about_ca_topic_score_gemma":0.9863144,"domain_scores_codex":[0.995109,0.002856323,0.001136181,0.00003665944,0.0005624333,0.0002993588],"domain_scores_gemma":[0.9979316,0.0004139247,0.001180856,0.0001749246,0.0001998629,0.00009880452],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000425252,0.0002067672,0.9521597,0.000127439,0.00002155792,0.000001534273,0.04037888,0.0001335369,0.00001034657,0.00007274287,0.004727094,0.001735164],"study_design_scores_gemma":[0.00161201,0.001285367,0.9059629,0.00004593987,0.000009596056,0.00001510609,0.09009397,0.000009745086,3.756045e-7,0.000302031,0.000612329,0.00005059637],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994166,0.0002545511,0.000008335786,0.003935541,0.0008653422,0.0005784418,0.00003355598,0.000004145836,0.0001540533],"genre_scores_gemma":[0.9932947,0.00006484184,0.000009422295,0.006147922,0.00007972942,0.00001120973,0.00001714189,0.000009830663,0.0003652471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04971508,"threshold_uncertainty_score":0.9998003,"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."}}