{"id":"W4238273134","doi":"10.3983/twc.2010.00212","title":"","year":2010,"lang":"en","type":"article","venue":"Transformative Works and Cultures","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg","funders":"","keywords":"Transformative learning; Sociology; Aesthetics; Art; Pedagogy","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":[0.000424083,0.0001221209,0.0001340074,0.00003216652,0.001414941,0.0003105446,0.0001742073,0.0001616068,0.0001139598],"category_scores_gemma":[0.00007838743,0.00009419421,0.00005537012,0.0001407078,0.0005383377,0.0009502569,0.000006718174,0.0004401459,0.000003250131],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008582285,"about_ca_system_score_gemma":0.00005442657,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007990833,"about_ca_topic_score_gemma":0.02758793,"domain_scores_codex":[0.999052,0.0000801859,0.0001802036,0.0001486286,0.0002251246,0.0003138584],"domain_scores_gemma":[0.999442,0.00007038381,0.00005207183,0.00008515802,0.0001447294,0.0002056074],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002037806,0.00004651095,0.005279847,0.000007288586,0.00001430619,4.302423e-7,0.7405198,9.407013e-7,0.0006136074,0.1548488,0.0005429605,0.09810507],"study_design_scores_gemma":[0.0008381904,0.00004212492,0.06606528,0.00005806375,0.00003046361,0.000003197377,0.4499924,0.00001762063,0.0008523083,0.01522144,0.4664773,0.0004015709],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9629468,0.0002121072,0.0009902195,0.01402222,0.0003729862,0.0002548823,0.000003255272,0.000112185,0.02108529],"genre_scores_gemma":[0.9969665,0.0004658701,0.0006143235,0.000615089,0.0003516642,0.00003666868,0.00000566684,0.000004781768,0.0009394137],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4659343,"threshold_uncertainty_score":0.9998851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00658568448457724,"score_gpt":0.3115543751885254,"score_spread":0.3049686907039482,"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."}}