{"id":"W2601387058","doi":"10.1177/1541344617699591","title":"Shame and Transformation in the Theory and Practice of Adult Learning and Education","year":2017,"lang":"en","type":"article","venue":"Journal of Transformative Education","topic":"Adult and Continuing Education Topics","field":"Social Sciences","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Shame; Transformative learning; Psychology; Adult education; Conversation; Adult Learning; Unconscious mind; Social psychology; Pedagogy; Sociology; Psychoanalysis; Communication","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":[0.002438955,0.00005267628,0.00009776446,0.00009781837,0.0003854478,0.000135856,0.0001028497,0.00004497448,0.000004845533],"category_scores_gemma":[0.001774738,0.00003960972,0.00001908636,0.0000562046,0.0001757636,0.001828384,0.000002886713,0.0001813991,2.129319e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003333892,"about_ca_system_score_gemma":0.0004040036,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002649127,"about_ca_topic_score_gemma":0.0001537827,"domain_scores_codex":[0.9989545,0.0004825598,0.0002764997,0.00004523308,0.000172342,0.00006882706],"domain_scores_gemma":[0.9985484,0.0004575268,0.0005007974,0.00004936897,0.0004044119,0.0000395336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00006818899,0.000107827,0.005065283,0.00004949951,0.000008784426,4.615799e-8,0.5249686,3.088553e-7,0.00004621999,0.110677,0.00006418693,0.358944],"study_design_scores_gemma":[0.0004217025,0.0001235304,0.1018392,0.0002721869,0.00007054624,0.00004046456,0.8424845,0.00001273856,0.0001110721,0.02121618,0.03331762,0.00009031926],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9449909,0.0007977331,0.0008841131,0.02590313,0.0003200393,0.0002198587,6.456366e-7,0.000002290792,0.02688123],"genre_scores_gemma":[0.9961845,0.002883291,0.0004479212,0.0001758178,0.0001353619,0.000006024755,9.879543e-7,0.000002442787,0.000163693],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3588537,"threshold_uncertainty_score":0.2964592,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01267575416602457,"score_gpt":0.3731324697589022,"score_spread":0.3604567155928776,"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."}}