{"id":"W2005229678","doi":"10.1002/ace.50","title":"Teaching for Transformation","year":2002,"lang":"en","type":"article","venue":"New Directions for Adult and Continuing Education","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":429,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Transformative learning; Process (computing); Pedagogy; Adult Learning; Transformation (genetics); Adult education; Sociology; Psychology; Mathematics education; Computer science","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":[0.0002335144,0.00008063818,0.00009027601,0.00009834957,0.0007792634,0.0001334611,0.0000673191,0.00007636834,0.00004378655],"category_scores_gemma":[0.00057674,0.00008959755,0.00006817761,0.0001047614,0.00003504877,0.000362308,0.000002499746,0.00006980584,0.000004136773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005613516,"about_ca_system_score_gemma":0.00006275674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001043462,"about_ca_topic_score_gemma":0.0009226852,"domain_scores_codex":[0.9993579,0.00003595788,0.0001726204,0.000161963,0.00008566561,0.0001858989],"domain_scores_gemma":[0.9992763,0.0001447151,0.00007870252,0.00007828656,0.0003202002,0.0001017429],"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":[0.000004386366,0.00005332101,0.0001664597,0.00001441991,0.000004615864,2.263205e-9,0.05536916,1.691592e-7,0.00003811017,0.05896543,0.02398457,0.8613994],"study_design_scores_gemma":[0.0003958982,0.00003605562,0.0003724873,0.00006959026,0.00004493659,7.84901e-7,0.02817365,0.0004383213,0.00007343212,0.006623743,0.9636214,0.0001497132],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5037221,0.002642829,0.1149427,0.1071924,0.01199169,0.005531508,0.00003756802,0.001085872,0.2528533],"genre_scores_gemma":[0.8065881,0.0003183972,0.008172363,0.0005240698,0.002608411,0.0005675819,0.00003770852,0.0000211652,0.1811622],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9396368,"threshold_uncertainty_score":0.5993543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0169788679053257,"score_gpt":0.3124144757506451,"score_spread":0.2954356078453194,"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."}}