{"id":"W2326080043","doi":"10.7227/jace.12.1.2","title":"Generative Dialogue as a Transformative Learning Practice in Adult and Higher Education Settings","year":2006,"lang":"en","type":"article","venue":"Journal of Adult and Continuing Education","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transformative learning; Generative grammar; Adult education; Sociology; Adult Learning; Pedagogy; Psychology; Epistemology; Computer science; Artificial intelligence","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":[0.01247973,0.0005620192,0.0004234827,0.001573822,0.005617132,0.01119164,0.001893994,0.004553223,0.003918745],"category_scores_gemma":[0.01041773,0.0003237046,0.000520297,0.001236043,0.04935461,0.01208946,0.01083158,0.004077241,0.0004638329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00343806,"about_ca_system_score_gemma":0.002941481,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009956207,"about_ca_topic_score_gemma":0.001122351,"domain_scores_codex":[0.9813446,0.01596318,0.0002451512,0.0006991852,0.001173518,0.0005744297],"domain_scores_gemma":[0.9900064,0.007730777,0.0004424502,0.0007928842,0.0002678804,0.0007595967],"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":[0.00001359192,0.00002818674,0.0002172142,0.00007818831,0.000004553332,0.0002395117,0.135563,0.0003992172,0.000193953,0.8517125,0.001004449,0.01054556],"study_design_scores_gemma":[0.00003954148,0.00008877891,0.0003843196,0.0004586958,0.000009167285,0.0008783469,0.06341863,0.001532416,0.0006506763,0.7363191,0.1961862,0.00003413731],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.09211211,0.01260228,0.2969783,0.02408268,0.0008822512,0.0003622827,0.00004392852,0.0004633073,0.5724728],"genre_scores_gemma":[0.9630634,0.001546804,0.0224361,0.00110182,0.0001664992,0.0002111283,0.00002128375,0.00007313251,0.01137995],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01247973,"threshold_uncertainty_score":0.06599987,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004619515243523873,"score_gpt":0.2901337353119818,"score_spread":0.2855142200684579,"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."}}