{"id":"W2000630524","doi":"10.1108/17511870710745420","title":"A systemic approach to developing frontline leaders in healthcare","year":2007,"lang":"en","type":"article","venue":"Leadership in health services","topic":"Organizational Change and Leadership","field":"Business, Management and Accounting","cited_by":58,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Coastal Health; Telus (Canada)","funders":"","keywords":"Leadership development; Public relations; Health care; Supervisor; Originality; Nursing; Psychology; Medical education; Medicine; Business; Political science; Social psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.009538812,0.0005389836,0.0001797371,0.001362791,0.008195154,0.005257479,0.001467667,0.001274001,0.0048024],"category_scores_gemma":[0.006493515,0.0002359,0.0003024332,0.001018749,0.01017322,0.00177684,0.005866415,0.001927727,0.0005728296],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01773201,"about_ca_system_score_gemma":0.05352098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03815887,"about_ca_topic_score_gemma":0.1131017,"domain_scores_codex":[0.9864823,0.009542392,0.0001987886,0.0005943875,0.001723554,0.001458738],"domain_scores_gemma":[0.9939183,0.001666556,0.0006689815,0.0003673759,0.001493103,0.001885664],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001254089,0.001283657,0.04590852,0.001643321,0.00005493892,0.00459347,0.337643,0.003025089,0.007039063,0.1398777,0.03986357,0.4189422],"study_design_scores_gemma":[0.0001522439,0.00120563,0.03507538,0.002142262,0.00008143413,0.004367183,0.4541389,0.005146555,0.005791145,0.0508636,0.4409298,0.000105893],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3805078,0.003859093,0.2046789,0.05935489,0.0008518759,0.002930504,0.0001054109,0.0004673178,0.3472441],"genre_scores_gemma":[0.9212682,0.001225937,0.05735392,0.003331785,0.0000706197,0.0006226336,0.00005056506,0.00003637726,0.01604002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03815887,"threshold_uncertainty_score":0.1286553,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1804868715196498,"score_gpt":0.302325786631122,"score_spread":0.1218389151114722,"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."}}