{"id":"W2790639687","doi":"10.1002/ace.20250","title":"Next‐Generation Leadership","year":2017,"lang":"en","type":"article","venue":"New Directions for Adult and Continuing Education","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Vancouver Island University","funders":"","keywords":"Transformative learning; Phenomenon; Adult Learning; Intersection (aeronautics); Adult education; Sociology; Pedagogy; Leadership development; Adult development; Public relations; Psychology; Engineering ethics; Political science; Epistemology; Social psychology; Engineering","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":[0.001045847,0.0001587674,0.00009004705,0.0003577203,0.001648138,0.002170332,0.0003877191,0.0004482066,0.03359143],"category_scores_gemma":[0.001470556,0.00005446864,0.0001397149,0.00022513,0.0007362524,0.001385347,0.001568463,0.0009875661,0.0047724],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001039619,"about_ca_system_score_gemma":0.00212436,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001095613,"about_ca_topic_score_gemma":0.003847451,"domain_scores_codex":[0.9993353,0.0002356318,0.00001066012,0.0000485855,0.0001640164,0.0002058012],"domain_scores_gemma":[0.9991183,0.0000974914,0.00005320672,0.00005310022,0.0001817607,0.0004961938],"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":[0.00005789417,0.0003676085,0.01270846,0.0002416764,0.00001364691,0.001023864,0.02374317,0.0004213967,0.002133486,0.3919547,0.2005309,0.3668032],"study_design_scores_gemma":[0.00001814156,0.0001317789,0.00545276,0.0003290605,0.000004275841,0.0005167263,0.01558797,0.0003926895,0.0005551069,0.02518541,0.9518145,0.00001152578],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09483331,0.004608667,0.006439862,0.05024422,0.002927154,0.0001704984,0.0001214241,0.0001966211,0.8404582],"genre_scores_gemma":[0.7293073,0.004098732,0.003060139,0.004229299,0.0005862439,0.0001356082,0.0001594228,0.00004348248,0.2583798],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03359143,"threshold_uncertainty_score":0.1123745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09780681365268712,"score_gpt":0.3599689480188678,"score_spread":0.2621621343661807,"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."}}