{"id":"W4362734127","doi":"10.1108/lhs-12-2022-0117","title":"Embracing relational competencies in applying the LEADS framework for health-care leaders in transformational change and the COVID-19 pandemic","year":2023,"lang":"en","type":"article","venue":"Leadership in health services","topic":"Education, Leadership, and Health Research","field":"Social Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University; University of Manitoba","funders":"","keywords":"Transformational leadership; Health care; Context (archaeology); Psychology; Teamwork; Public relations; Change management (ITSM); Nursing; Political science; Medicine; Business","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.01383969,0.0001764189,0.000366986,0.0005413954,0.001843448,0.0001010791,0.0004576186,0.0002368578,0.000024721],"category_scores_gemma":[0.0005074651,0.0001376823,0.00005728289,0.001887529,0.0008194436,0.0004874546,0.00002502849,0.0009719146,0.00001050612],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009540339,"about_ca_system_score_gemma":0.002285951,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04317856,"about_ca_topic_score_gemma":0.4531947,"domain_scores_codex":[0.9946874,0.002028581,0.0008360581,0.0003848737,0.0007326591,0.001330453],"domain_scores_gemma":[0.9905826,0.008628505,0.0002443216,0.0001848443,0.00007366951,0.0002860876],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001316958,0.00001469847,0.1487946,0.007378827,0.000002661239,2.872532e-7,0.7154366,0.00028565,7.702501e-8,0.126332,0.0000292178,0.001593614],"study_design_scores_gemma":[0.001197227,0.000034977,0.0827264,0.001139146,0.000001519274,0.000001205734,0.879203,0.001220218,6.101161e-8,0.0237176,0.01063003,0.0001285786],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.03718998,0.01533512,0.0002076645,0.9401389,0.0004553168,0.006340125,0.0000254493,0.000121632,0.0001858486],"genre_scores_gemma":[0.9173833,0.002960849,0.0005199147,0.07506987,0.0006116577,0.003299337,0.00008410429,0.00002170582,0.0000492357],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8801934,"threshold_uncertainty_score":0.999456,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.5233572474198303,"score_gpt":0.4931653292080897,"score_spread":0.03019191821174055,"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."}}