{"id":"W4416608133","doi":"10.1007/978-3-032-05401-2_8","title":"The Personal Resources of Successful Leaders: A Narrative Review","year":2025,"lang":"en","type":"book-chapter","venue":"Studies in educational leadership","topic":"Job Satisfaction and Organizational Behavior","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Institute for Christian Studies; University of Toronto","funders":"","keywords":"Narrative; Disposition; Focus (optics); Sample (material); Leadership theory; Transformational leadership; Transactional leadership; Leadership development","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003064149,0.0004264131,0.000662305,0.002933074,0.0006511422,0.003235302,0.0006156807,0.0009635533,0.003707887],"category_scores_gemma":[0.01648316,0.0002854442,0.0003896711,0.004260662,0.001324214,0.002738219,0.001459468,0.001393272,0.0005525182],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001337481,"about_ca_system_score_gemma":0.004041441,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002376498,"about_ca_topic_score_gemma":0.007837813,"domain_scores_codex":[0.9987584,0.0006647526,0.000171926,0.00009457748,0.0002267511,0.00008359514],"domain_scores_gemma":[0.9852847,0.01285815,0.0009073928,0.00009468388,0.0006290663,0.000225981],"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":[0.0002716293,0.00010127,0.005047736,0.1644403,0.0006149961,0.001029191,0.01254051,0.0001694607,0.0003587045,0.02425793,0.107877,0.6832913],"study_design_scores_gemma":[0.00003156973,0.0001440067,0.01077215,0.2165251,0.0007734151,0.002019179,0.01726493,0.00004963766,0.000278911,0.003866349,0.7482231,0.00005164892],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.001216456,0.9954116,0.0000508435,0.001573306,0.000151268,0.00000883906,0.0000607657,0.000001251117,0.001525848],"genre_scores_gemma":[0.01205695,0.9859567,0.0001400442,0.001050789,0.0001833626,0.00003171685,0.00005724319,0.000002908838,0.0005202917],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003707887,"threshold_uncertainty_score":0.01620501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.121196231264562,"score_gpt":0.3427828560110574,"score_spread":0.2215866247464954,"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."}}