{"id":"W2083354291","doi":"10.1111/j.1440-1584.2005.00728.x","title":"Rural medical education comes of age","year":2005,"lang":"en","type":"editorial","venue":"Australian Journal of Rural Health","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"NOSM University","funders":"","keywords":"Curriculum; Government (linguistics); Commonwealth; Rural area; Medical education; Medicine; Rural health; Rural management; Political science; Family medicine; Psychology; Pedagogy; Rural development; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.004668034,0.0006128176,0.00247632,0.000555331,0.0005413903,0.00001868867,0.001350522,0.0023078,0.002866362],"category_scores_gemma":[0.002319371,0.0005084724,0.0004803104,0.0005078552,0.0002933703,0.0003341065,0.0001414013,0.006881791,0.0001835701],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002147655,"about_ca_system_score_gemma":0.03546983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004349826,"about_ca_topic_score_gemma":0.001310003,"domain_scores_codex":[0.9872735,0.002029759,0.005331486,0.0002366704,0.00348707,0.00164156],"domain_scores_gemma":[0.9864194,0.001644194,0.007255769,0.0005980632,0.001870215,0.002212403],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002829988,0.000230427,0.001680589,0.002726974,0.00007613597,0.00002564682,0.001909852,0.000002769782,9.017344e-7,0.0001995823,0.9718816,0.02098247],"study_design_scores_gemma":[0.001658308,0.001106445,0.001333769,0.02530703,0.00007410587,0.0000453112,0.01095874,8.940546e-7,0.00000181162,0.000358622,0.9588376,0.0003173698],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.01634994,0.005961843,0.000005992832,0.03417869,0.9411396,0.001114112,0.0002269689,0.0000522216,0.0009706679],"genre_scores_gemma":[0.01877259,0.01336679,0.0009894579,0.002009261,0.9386667,0.00002343804,0.0005241034,0.0001209761,0.0255267],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03332217,"threshold_uncertainty_score":0.9997367,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03671582551690018,"score_gpt":0.4852769443536029,"score_spread":0.4485611188367027,"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."}}