{"id":"W3203606212","doi":"10.1177/08404704211040817","title":"A new era of health leadership","year":2021,"lang":"en","type":"article","venue":"Healthcare Management Forum","topic":"Healthcare professionals’ stress and burnout","field":"Health Professions","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Servant leadership; Hierarchy; Public relations; Civility; Value (mathematics); Political science; Empowerment; Sociology; Management; Leadership style; Politics; Law; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001586012,0.0003284774,0.0008669737,0.0001890166,0.00120342,0.00001188578,0.0003597511,0.0003082946,0.001868769],"category_scores_gemma":[0.0001051378,0.0003082299,0.0001975678,0.0008183953,0.00004711148,0.0001418834,0.0005147749,0.001453548,0.0003296143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004014315,"about_ca_system_score_gemma":0.003112528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004991032,"about_ca_topic_score_gemma":0.003807429,"domain_scores_codex":[0.992893,0.001806106,0.001855174,0.0007073818,0.000817607,0.001920739],"domain_scores_gemma":[0.9968438,0.0003076758,0.0007814909,0.0009537914,0.0004233546,0.0006899583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007283546,0.0001256402,0.07569566,0.0102149,0.00009006362,0.00005462833,0.002301801,0.000001946354,0.000007530832,0.09631936,0.1340972,0.6810184],"study_design_scores_gemma":[0.004177048,0.0004994486,0.1557264,0.02676147,0.00004959341,0.00001100097,0.140221,0.00006941509,0.000107859,0.01532066,0.6562447,0.0008113706],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.004985138,0.05337114,0.008899602,0.9076825,0.004489382,0.003299644,0.0001189119,0.0003966878,0.01675703],"genre_scores_gemma":[0.8076099,0.01024527,0.02124828,0.1132806,0.0007975794,0.0003933266,0.0003912942,0.0001627369,0.04587105],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8026248,"threshold_uncertainty_score":0.999937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1527884082887694,"score_gpt":0.4390177456617803,"score_spread":0.2862293373730109,"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."}}