{"id":"W2747901195","doi":"10.5694/mja17.00502","title":"Recruiting and retaining a rural medical workforce: the value of active community participation","year":2017,"lang":"en","type":"letter","venue":"The Medical Journal of Australia","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"NOSM University","funders":"","keywords":"Workforce; Value (mathematics); Citation; Library science; Sociology; History; Political science; Law; Mathematics; Computer science; Statistics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","sts","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.01489041,0.000320261,0.001038636,0.00008640165,0.002210765,0.00002907416,0.002128111,0.001744939,0.001333707],"category_scores_gemma":[0.01395515,0.0001604564,0.0002084312,0.0001418202,0.001545847,0.0001497168,0.0005086873,0.02201128,0.00002078073],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002143845,"about_ca_system_score_gemma":0.001268899,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002082093,"about_ca_topic_score_gemma":0.0001602377,"domain_scores_codex":[0.9853648,0.008545229,0.002091931,0.0001342746,0.00294644,0.000917346],"domain_scores_gemma":[0.9854959,0.008697339,0.003984093,0.0007821606,0.000535245,0.0005052226],"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":[0.0004334191,0.0000575916,0.006453432,0.0009633049,0.0003430663,0.000536512,0.02500282,0.000005014484,0.000003142863,0.0007426364,0.9319305,0.03352853],"study_design_scores_gemma":[0.005167503,0.001544856,0.07812647,0.09746935,0.001666148,0.001559565,0.05303552,0.0006013541,0.0000420336,0.01119038,0.7487175,0.0008793401],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.445679,0.0002768757,0.00003096732,0.5513406,0.001323723,0.0004504286,0.00001299002,0.00001166396,0.0008737936],"genre_scores_gemma":[0.8783506,0.0006253005,0.00007309838,0.1100567,0.008479862,0.00003001615,0.00002526944,0.00004458857,0.002314595],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4412839,"threshold_uncertainty_score":0.9995792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.236343623431691,"score_gpt":0.5283684771023118,"score_spread":0.2920248536706209,"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."}}