{"id":"W4408045814","doi":"10.37964/cr24786","title":"Leadership in rural health: from challenges to change","year":2025,"lang":"en","type":"article","venue":"Canadian Journal of Physician Leadership","topic":"Global Health Workforce Issues","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Mentorship; Health equity; Workforce; Population health; Health care; Public relations; Nursing; Cultural humility; Political science; Medicine; Economic growth; Cultural competence; Medical education; Public health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009475696,0.000390455,0.0003782232,0.001013176,0.01557966,0.01176018,0.001740397,0.002312219,0.006152167],"category_scores_gemma":[0.01086819,0.0002808869,0.0003536828,0.001055711,0.01535881,0.004942664,0.01076572,0.005237617,0.0008489742],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01718239,"about_ca_system_score_gemma":0.07085807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07975742,"about_ca_topic_score_gemma":0.2005343,"domain_scores_codex":[0.990581,0.005008499,0.0001148328,0.0003702483,0.001035699,0.002889743],"domain_scores_gemma":[0.9893496,0.002062446,0.000523057,0.0002712342,0.001438874,0.006354803],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001170935,0.0003781694,0.02399339,0.001279805,0.00007857636,0.003173443,0.3277444,0.0007071657,0.001443963,0.2126587,0.1628578,0.2655675],"study_design_scores_gemma":[0.00005178529,0.0002658028,0.01174931,0.001283541,0.0000284608,0.0006270381,0.53346,0.0005765819,0.0002806674,0.05567767,0.3959379,0.00006122917],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.1313111,0.01189396,0.005061141,0.7625803,0.00254928,0.000151028,0.00006557428,0.0001935456,0.086194],"genre_scores_gemma":[0.9437736,0.009607582,0.003033967,0.03016632,0.0005941257,0.00008806547,0.00004276422,0.00006120244,0.01263233],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.07975742,"threshold_uncertainty_score":0.1585864,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4235696282201011,"score_gpt":0.426262020054084,"score_spread":0.002692391833982954,"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."}}