{"id":"W2342315437","doi":"10.5430/ijh.v2n1p148","title":"Towards transformational emergency systems leadership: A holonic perspective","year":2016,"lang":"en","type":"article","venue":"International Journal of Healthcare","topic":"Disaster Response and Management","field":"Health Professions","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Transformational leadership; Perspective (graphical); Business; Psychology; Computer science; Knowledge management; Political science; Public relations; Artificial intelligence","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":[],"consensus_categories":[],"category_scores_codex":[0.0008975526,0.000120387,0.0002156925,0.000334112,0.0001407064,0.00001154836,0.0004577868,0.00009254923,0.00084958],"category_scores_gemma":[0.0002053159,0.00007688758,0.0001521132,0.00009244421,0.00003147977,0.0004341892,0.00004839491,0.0003161911,0.0002369218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008918432,"about_ca_system_score_gemma":0.0006499222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000309588,"about_ca_topic_score_gemma":0.0001349672,"domain_scores_codex":[0.997327,0.0004433956,0.0009467841,0.000129541,0.0008343356,0.000318943],"domain_scores_gemma":[0.9970591,0.0001270653,0.000571802,0.0001200115,0.001955832,0.0001661722],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003982229,0.0004075373,0.01563318,0.0007263083,0.001468964,0.0003771727,0.08577058,0.00003531281,0.0007967724,0.7289815,0.08434169,0.07747877],"study_design_scores_gemma":[0.006670207,0.0009288336,0.0380182,0.003950145,0.00007843077,0.0002780982,0.1855117,0.00004618986,0.00005725978,0.01624923,0.7477394,0.0004722575],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2383272,0.007062588,0.03147104,0.6560944,0.02622648,0.00130964,0.00032146,0.00009975692,0.03908748],"genre_scores_gemma":[0.9926985,0.0006318863,0.00007398166,0.001105802,0.001139382,0.00002940178,0.000003496712,0.00001627704,0.004301294],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7543713,"threshold_uncertainty_score":0.9302306,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1614328795442659,"score_gpt":0.4720448240839494,"score_spread":0.3106119445396835,"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."}}