{"id":"W4321460991","doi":"10.22605/rrh8123","title":"Rural medical education as a solution to rural physician shortages: an exploration of the motivations and engagement of rural physician-educators in Prince Edward Island, Canada","year":2023,"lang":"en","type":"article","venue":"Rural and Remote Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Prince Edward Island","funders":"","keywords":"Workload; Economic shortage; Medical education; Rural area; Psychology; Rural health; Identity (music); Physician supply; Duty; Medicine; Nursing; Political science; Government (linguistics); Environmental health","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001182817,0.0001797585,0.0002275392,0.0005770879,0.01251873,0.002288707,0.001152089,0.000821721,0.003171724],"category_scores_gemma":[0.002907719,0.0002524665,0.0001355606,0.001086588,0.002731527,0.0006952921,0.002283028,0.00166326,0.0001648889],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02329364,"about_ca_system_score_gemma":0.0813651,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9062548,"about_ca_topic_score_gemma":0.9726345,"domain_scores_codex":[0.9988633,0.0003212454,0.0000218912,0.0000675991,0.0001793448,0.0005465888],"domain_scores_gemma":[0.995609,0.0008777942,0.0003494309,0.00003216528,0.0005993829,0.002532323],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00007085456,0.0002741791,0.1209197,0.000266244,0.00001160227,0.002751904,0.850426,0.0001060283,0.001488036,0.001482776,0.004226121,0.01797652],"study_design_scores_gemma":[0.000005385207,0.00005670681,0.0704334,0.0001005315,0.0000041242,0.0001675199,0.9181841,0.0001187392,0.00009419088,0.00006418576,0.01075782,0.0000133618],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947291,0.0002396722,0.00007046053,0.002593775,0.00001266696,0.00004124695,0.00003897206,0.000003519403,0.002270548],"genre_scores_gemma":[0.9947516,0.0006494517,0.0002582443,0.0009790254,0.000008159042,0.00003140195,0.00003477596,0.000006035437,0.003281364],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09374517,"threshold_uncertainty_score":0.1885945,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03485137302283405,"score_gpt":0.3991206613127075,"score_spread":0.3642692882898734,"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."}}