{"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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.000228223,0.000087114,0.00009368802,0.00007065314,0.001909185,0.0007599923,0.0001552886,0.00009340031,0.00004288154],"category_scores_gemma":[0.001542864,0.00009751118,0.00005343141,0.0000588837,0.0001119953,0.0006450246,0.00001079106,0.00007117807,0.000008245365],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005445427,"about_ca_system_score_gemma":0.0002697266,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003475885,"about_ca_topic_score_gemma":0.006866089,"domain_scores_codex":[0.9992948,0.00003686519,0.0001406246,0.0002175243,0.0001087727,0.0002014171],"domain_scores_gemma":[0.9989655,0.00005505526,0.000163773,0.0002335198,0.0004506007,0.0001315381],"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":[0.000004399575,0.00003746412,0.004297609,0.00000677233,0.00000556681,1.692478e-8,0.0129844,7.859757e-8,0.0002856293,0.04196939,0.02579532,0.9146134],"study_design_scores_gemma":[0.0005301344,0.00004081974,0.02778527,0.0001541376,0.00007791632,0.000001543902,0.05124512,0.0001333571,0.0006072932,0.005830266,0.9132561,0.0003380633],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8390744,0.00160387,0.00458322,0.07071769,0.01394025,0.00132221,0.000006079699,0.0003700335,0.06838226],"genre_scores_gemma":[0.8726281,0.0002214908,0.002218688,0.0003488327,0.004056002,0.000121032,0.00001950808,0.00001241714,0.1203739],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9142753,"threshold_uncertainty_score":0.9993902,"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."}}