{"id":"W2028585037","doi":"10.1177/1541344607303526","title":"Shedding Light on the Underlying Forms of Transformative Learning Theory","year":2007,"lang":"en","type":"article","venue":"Journal of Transformative Education","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Transformative learning; Generative grammar; Consciousness; Epistemology; Sociology; Adult education; Psychology; Pedagogy; Philosophy; Linguistics","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":[],"consensus_categories":[],"category_scores_codex":[0.004297831,0.00009667169,0.0001657157,0.0002154797,0.0004912046,0.00004503263,0.0002365895,0.0000706663,0.0001106013],"category_scores_gemma":[0.0003647637,0.00006299619,0.0001479873,0.0003432192,0.0001044399,0.0008207261,0.000002397398,0.0004160893,0.000005657138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002319656,"about_ca_system_score_gemma":0.000534197,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002423121,"about_ca_topic_score_gemma":0.00007223221,"domain_scores_codex":[0.9984494,0.0002716024,0.0005839625,0.00005433564,0.0004379623,0.0002027131],"domain_scores_gemma":[0.9981133,0.0007021808,0.0005563386,0.00006358661,0.0004833363,0.00008121251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00009148213,0.0001419271,0.0003659776,0.00002612651,0.00005475701,1.596751e-7,0.5784267,0.00002150797,0.0002679914,0.2644579,0.0002794006,0.155866],"study_design_scores_gemma":[0.0003475269,0.0002852594,0.004825883,0.0004378166,0.00007199914,0.000005800114,0.8856731,0.00001296762,0.008998928,0.03701034,0.06216881,0.0001615577],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7495334,0.0002269701,0.06518986,0.01232102,0.001139556,0.00033933,0.000001012795,0.00001651571,0.1712324],"genre_scores_gemma":[0.9983602,0.0001555863,0.0002444479,0.0001990481,0.0002487596,0.000003548309,0.000001198187,0.000007204926,0.0007800131],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3072464,"threshold_uncertainty_score":0.3777998,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02270371823499881,"score_gpt":0.3509553220309399,"score_spread":0.3282516037959411,"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."}}