{"id":"W1969012908","doi":"10.5430/wje.v5n1p52","title":"Adult and Continuing Education in Kenya: The Need for Transformative Leadership","year":2015,"lang":"en","type":"article","venue":"World Journal of Education","topic":"Global Education Systems and Policies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Transformative learning; Legislation; Legislature; Adult education; Lifelong learning; Public relations; Instructional leadership; Human resources; Pedagogy; Political science; Sociology; Psychology; Economic growth; Educational leadership; Economics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001274335,0.00005232138,0.000103928,0.000177431,0.0001083446,0.00009260171,0.0001083582,0.00002796928,0.00000781546],"category_scores_gemma":[0.0005317251,0.00003884514,0.00003457135,0.0002982547,0.00008430747,0.000368373,0.000002262105,0.00009219421,0.00000167343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000157371,"about_ca_system_score_gemma":0.001677505,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001362169,"about_ca_topic_score_gemma":0.003303751,"domain_scores_codex":[0.9992037,0.0001618126,0.000295848,0.00004594789,0.0001660392,0.0001266318],"domain_scores_gemma":[0.9987078,0.000152623,0.0002703198,0.00004671533,0.0007170854,0.0001054204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0000494682,0.0001655167,0.01754344,0.00002704212,0.000009574731,2.978159e-8,0.6103951,0.000009791122,0.0000241399,0.09304526,0.09211097,0.1866197],"study_design_scores_gemma":[0.000261332,0.00002792218,0.01222159,0.000210473,0.00001362877,0.000004903883,0.7250776,0.000003762165,0.00002179017,0.004328546,0.2577728,0.00005565467],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8733957,0.003612395,0.0001309338,0.08563467,0.004059411,0.0005585149,0.000001761844,0.000006122253,0.03260049],"genre_scores_gemma":[0.9938812,0.00006359203,0.000293277,0.0008794943,0.0008925936,0.00001826922,0.000001259519,0.000003576852,0.003966799],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.186564,"threshold_uncertainty_score":0.2975821,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06667972215297503,"score_gpt":0.3732440756616213,"score_spread":0.3065643535086463,"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."}}