{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001136419,0.0002917968,0.0007955225,0.001005408,0.0004481812,0.00002148096,0.0006588798,0.0002814462,0.0001826661],"category_scores_gemma":[0.0002851648,0.0003018924,0.0001373935,0.0009159931,0.0001092081,0.0002922102,0.00002554206,0.001503892,0.0003135267],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002004798,"about_ca_system_score_gemma":0.003955944,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.07243351,"about_ca_topic_score_gemma":0.5440041,"domain_scores_codex":[0.9954072,0.0009321281,0.001099286,0.0002782505,0.0002867967,0.001996353],"domain_scores_gemma":[0.9968475,0.000510321,0.0004712555,0.0003815865,0.0002475692,0.001541816],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0003869219,0.0001327985,0.1003838,0.002836349,0.0001690497,0.0002802974,0.2250003,0.00004392741,0.00004621205,0.02265875,0.2220435,0.4260181],"study_design_scores_gemma":[0.001860114,0.0003998135,0.254297,0.02373293,0.00002908467,0.000002344076,0.532389,0.00001608057,0.00002753064,0.005036378,0.181743,0.000466764],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1064581,0.08367562,0.00004093525,0.7900741,0.004819049,0.001777871,0.00008966275,0.00004887184,0.01301576],"genre_scores_gemma":[0.8624067,0.0001929247,0.0001729268,0.1346552,0.001636995,0.00004451612,0.000009518365,0.00003720462,0.0008440393],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7559485,"threshold_uncertainty_score":0.9999433,"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."}}