{"id":"W1653666618","doi":"10.32597/dissertations/1531/","title":"Leadership Requirements in the 21st Century : the Perceptions of Canadian Private Sector Leaders","year":2000,"lang":"en","type":"dissertation","venue":"","topic":"Organizational Strategy and Culture","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Public sector; Private sector; Public relations; Teamwork; Population; Political science; Negotiation; Leadership style; Sociology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001606345,0.0001943094,0.0001361023,0.0003393753,0.000304007,0.0001641969,0.0004866292,0.0001944839,0.006816579],"category_scores_gemma":[0.00001945094,0.0001135328,0.0000719906,0.001283414,0.00005754914,0.0003347551,0.000006753415,0.0003117129,0.0002621279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004218514,"about_ca_system_score_gemma":0.0001005383,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04982666,"about_ca_topic_score_gemma":0.5923722,"domain_scores_codex":[0.9989682,0.0000202742,0.0002542007,0.0001920814,0.0002976647,0.0002675258],"domain_scores_gemma":[0.9995629,0.00001516379,0.0001274549,0.0001951358,0.00008915093,0.00001017632],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.0003039819,0.0006404758,0.05380024,0.002698619,0.0005186113,0.00003455103,0.04033354,0.0003301305,0.0018021,0.7171617,0.1709059,0.01147015],"study_design_scores_gemma":[0.0002791312,0.000006685564,0.4733507,0.0001792911,0.0001525668,0.000001060421,0.3407021,0.00001111411,0.00002553238,0.0009270741,0.1839942,0.0003706024],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.3148869,0.0003493813,3.339276e-7,0.007187191,0.0005009365,0.0007668826,0.00001878066,0.00004041347,0.6762491],"genre_scores_gemma":[0.9866778,0.0001562045,0.000003650091,0.004264537,0.0005334676,0.00001945977,0.00187322,0.00002655626,0.006445098],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7162346,"threshold_uncertainty_score":0.9940913,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05182520166186425,"score_gpt":0.2413221043998059,"score_spread":0.1894969027379417,"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."}}