{"id":"W2130726057","doi":"10.1177/1742715009354233","title":"The Practice of Leadership in the Messy World of Organizations","year":2010,"lang":"en","type":"article","venue":"Leadership","topic":"Management and Organizational Studies","field":"Business, Management and Accounting","cited_by":178,"is_retracted":false,"has_abstract":true,"ca_institutions":"HEC Montréal; Université de Montréal","funders":"Canadian Institutes of Health Research","keywords":"Embeddedness; Shared leadership; Situated; Leadership style; Neuroleadership; Servant leadership; Leadership studies; Context (archaeology); Sociology; Public relations; Leadership; Transactional leadership; Empirical research; Dialectic; Transformational leadership; Political science; Epistemology; Social science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.01092331,0.0003139347,0.0003503977,0.001604024,0.009359908,0.01378231,0.0009185135,0.002219813,0.002669916],"category_scores_gemma":[0.02011202,0.0003058693,0.0002269945,0.002374297,0.05661206,0.01192528,0.005817427,0.003089983,0.0007568395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00342079,"about_ca_system_score_gemma":0.00515992,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002089101,"about_ca_topic_score_gemma":0.003027657,"domain_scores_codex":[0.9789748,0.01696844,0.0003572522,0.0007744544,0.002142413,0.0007826362],"domain_scores_gemma":[0.9868127,0.008213092,0.001718828,0.001703449,0.0006622558,0.0008897365],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000169103,0.00002069622,0.001554061,0.0001592514,0.000008935115,0.0002385256,0.0950893,0.0004347296,0.0002982796,0.8612611,0.005835135,0.03508301],"study_design_scores_gemma":[0.00001812808,0.00005575893,0.002219853,0.0006053409,0.000007725088,0.0004372605,0.075388,0.0007532971,0.0002314828,0.6086078,0.3116454,0.00003000663],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.153043,0.03380908,0.08678975,0.1692086,0.001689706,0.0001554576,0.00004386712,0.0002112192,0.5550494],"genre_scores_gemma":[0.9752925,0.00558081,0.00910861,0.002326679,0.0004807104,0.0001066865,0.000009005543,0.00004024009,0.007054687],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01378231,"threshold_uncertainty_score":0.0577687,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0765109248738834,"score_gpt":0.2500102574688701,"score_spread":0.1734993325949867,"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."}}