{"id":"W6964329293","doi":"10.25316/ir-17825","title":"Understanding emergency medicine physician leadership within the Saskatchewan Health Authority","year":2022,"lang":"en","type":"other","venue":"VIURRSpace (Vancouver Island University)","topic":"Emergency and Acute Care Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Remuneration; Mentorship; Leverage (statistics); Health care; Leadership style; Work (physics); Focus group; Emergency physician","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000334069,0.000529747,0.000868164,0.0005722699,0.0007996053,0.000005034014,0.0003831801,0.0002103035,0.0080301],"category_scores_gemma":[0.00004570722,0.000399819,0.0002804741,0.001290521,0.0003569358,0.0000691813,0.0002146688,0.00100119,0.00002135924],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008958948,"about_ca_system_score_gemma":0.0004506395,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00233782,"about_ca_topic_score_gemma":0.02312947,"domain_scores_codex":[0.9975648,0.0002560075,0.0002817764,0.0006575573,0.0006675182,0.0005723566],"domain_scores_gemma":[0.9984456,0.00005165663,0.000563076,0.0006691273,0.00006022004,0.000210369],"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":[0.00009036526,0.00006993877,0.0001053132,0.0004090518,0.0005808964,0.00008372163,0.004961239,0.000004662669,0.000005076294,0.002228769,0.9913585,0.0001025099],"study_design_scores_gemma":[0.001090501,0.0003563819,0.00001528828,0.0003712082,0.0004069809,0.000003079339,0.1729765,0.000009870085,0.000001437045,0.0001515933,0.8242745,0.0003426631],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000003025241,0.003653047,0.0009360396,0.01137106,0.00480247,0.000743804,0.0001601945,0.0003092937,0.9780211],"genre_scores_gemma":[0.002905297,0.002881613,0.00004545704,0.001013258,0.001165208,0.000003073625,0.00002011879,0.0002532258,0.9917127],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.1680153,"threshold_uncertainty_score":0.9998454,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07820583775610418,"score_gpt":0.2766228081848387,"score_spread":0.1984169704287345,"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."}}