{"id":"W4412800312","doi":"10.37964/cr24794","title":"Rural leadership isn’t a subset — it’s the stress test for the whole system","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":"Test (biology); Stress (linguistics); Psychology; Philosophy; Linguistics; Biology; Botany","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.006227619,0.0002923794,0.0004449484,0.0005998767,0.008302517,0.006098984,0.0009173969,0.001818832,0.008865957],"category_scores_gemma":[0.01287623,0.0001978198,0.0003583535,0.0005521123,0.01691511,0.008184251,0.006113674,0.005757162,0.001521496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004149423,"about_ca_system_score_gemma":0.0137254,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01524066,"about_ca_topic_score_gemma":0.02699262,"domain_scores_codex":[0.9936711,0.002949842,0.0001299022,0.0005036411,0.001182978,0.00156253],"domain_scores_gemma":[0.9888262,0.002540025,0.001085615,0.0009097299,0.002288047,0.004350378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000173315,0.0002537079,0.03892127,0.0005693664,0.00007281263,0.0009629713,0.05926549,0.000641165,0.002482597,0.4604515,0.2870943,0.1491114],"study_design_scores_gemma":[0.00008116483,0.0005506701,0.0409567,0.001005619,0.00006199684,0.001312611,0.1158793,0.0007579542,0.00100586,0.2107183,0.6275655,0.0001042288],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.05859077,0.00167172,0.005019044,0.8338445,0.002219844,0.00004484122,0.00009062004,0.000105966,0.09841274],"genre_scores_gemma":[0.9157302,0.001906508,0.002097606,0.06549898,0.001181498,0.00008010956,0.00006238022,0.0000855626,0.01335711],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.01524066,"threshold_uncertainty_score":0.03293514,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1465100925452593,"score_gpt":0.384058755383119,"score_spread":0.2375486628378597,"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."}}