{"id":"W1975420194","doi":"10.1177/1350507602333004","title":"Graduate Leadership Education for Dynamic Human Systems","year":2002,"lang":"en","type":"article","venue":"Management Learning","topic":"Organizational Learning and Leadership","field":"Business, Management and Accounting","cited_by":34,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Attunement; Organizational learning; Sociology; Negotiation; Organization development; Action (physics); Knowledge management; Engineering ethics; Perspective (graphical); Action learning; Public relations; Political science; Pedagogy; Computer science; Engineering; Social science; Teaching method","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":[0.001716868,0.0002846376,0.0001870397,0.0004309267,0.001844264,0.002057756,0.0004847368,0.00154064,0.0259484],"category_scores_gemma":[0.003207491,0.000142339,0.0002415939,0.0002912998,0.002635954,0.002150228,0.003943097,0.003420271,0.004097991],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001800173,"about_ca_system_score_gemma":0.006054884,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006579813,"about_ca_topic_score_gemma":0.001973125,"domain_scores_codex":[0.9994414,0.0002101433,0.00001389225,0.00006007096,0.0001580654,0.0001163102],"domain_scores_gemma":[0.9986449,0.0003310716,0.0000641885,0.0001237457,0.0001483531,0.0006877938],"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":[0.00001842657,0.0002831817,0.001268563,0.0002889645,0.000005832607,0.0001480152,0.003829967,0.0008717471,0.0009538981,0.4482138,0.2754442,0.2686735],"study_design_scores_gemma":[0.00001852282,0.0000986442,0.001275068,0.0002739252,0.00000355475,0.0001732535,0.001238426,0.0008247201,0.0002413267,0.2139903,0.7818551,0.000007160783],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.0319885,0.02477117,0.03747121,0.3791409,0.006484804,0.0002202291,0.00007012547,0.0008127815,0.5190402],"genre_scores_gemma":[0.544479,0.02548279,0.0456522,0.0414441,0.005510147,0.0005435772,0.0002010896,0.000239356,0.3364477],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0259484,"threshold_uncertainty_score":0.08680606,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1019440648526834,"score_gpt":0.2578288506785208,"score_spread":0.1558847858258374,"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."}}