{"id":"W4415975478","doi":"10.37964/cr24799","title":"The value of “physician quality leaders” in the Fraser Health Authority","year":2025,"lang":"","type":"article","venue":"Canadian Journal of Physician Leadership","topic":"Healthcare Quality and Management","field":"Health Professions","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Quality (philosophy); Value (mathematics); Public health; Traditional authority; Quality and Outcomes Framework","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.02416383,0.0005732026,0.001582794,0.0007855303,0.003252916,0.0001360972,0.002424572,0.0005083751,0.0000383832],"category_scores_gemma":[0.001491298,0.0004237578,0.0007074085,0.002506909,0.001696299,0.0004161787,0.00006879597,0.005371375,0.00005051478],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002170504,"about_ca_system_score_gemma":0.02651494,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1398012,"about_ca_topic_score_gemma":0.4851716,"domain_scores_codex":[0.9729803,0.01845847,0.004245332,0.0005206325,0.001096896,0.002698376],"domain_scores_gemma":[0.9893292,0.004362662,0.003023978,0.001398523,0.0007541689,0.001131486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002773287,0.000418177,0.006033489,0.007064501,0.0004828365,0.00006227943,0.1480598,0.0001445346,0.00001096599,0.5763069,0.1286357,0.1325034],"study_design_scores_gemma":[0.001523547,0.0004609053,0.08328945,0.005323223,0.0001223706,8.980833e-7,0.7213583,0.00005145885,0.00002448901,0.02275729,0.1647272,0.0003608017],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.04386251,0.022355,0.0007949706,0.9099203,0.006726483,0.003025415,0.0002066249,0.00001467987,0.01309404],"genre_scores_gemma":[0.8719015,0.000332313,0.00004816099,0.1254341,0.001303461,0.0000222684,0.000008139133,0.00003900009,0.0009110277],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.828039,"threshold_uncertainty_score":0.9998214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3426546235821639,"score_gpt":0.4739766348396011,"score_spread":0.1313220112574372,"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."}}