{"id":"W1539248482","doi":"10.21225/d55p5f","title":"Learning as Transformation: Critical Perspectives on a Theory in Progress","year":2013,"lang":"en","type":"article","venue":"Canadian Journal of University Continuing Education","topic":"Teacher Education and Leadership Studies","field":"Social Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Guelph","funders":"","keywords":"Transformation (genetics); Epistemology; Critical theory; Sociology; Psychology; Cognitive science; Engineering ethics; Philosophy; Engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.03577444,0.001384746,0.00126729,0.005081753,0.01461334,0.02993368,0.004541392,0.00945664,0.005425631],"category_scores_gemma":[0.03012295,0.000549745,0.0008604652,0.004018235,0.1328952,0.02972036,0.009514767,0.01376352,0.0006395],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01753988,"about_ca_system_score_gemma":0.0243348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01427834,"about_ca_topic_score_gemma":0.01129732,"domain_scores_codex":[0.9824144,0.0127882,0.0004388061,0.001299131,0.00158883,0.001470561],"domain_scores_gemma":[0.9390382,0.05029485,0.001876167,0.002226932,0.004447914,0.002116011],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000006472004,0.00001130859,0.00004938386,0.00003754172,0.000001998797,0.00003682188,0.01550448,0.0001200375,0.00001286685,0.9811373,0.001318506,0.001763289],"study_design_scores_gemma":[0.00002087938,0.00002319704,0.0001282322,0.000424837,0.000008691244,0.00007018634,0.03984683,0.0005291689,0.0001191205,0.8930085,0.06580375,0.0000165607],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.02080098,0.02414145,0.0624647,0.4265998,0.002988849,0.000327843,0.0001064674,0.0001252436,0.4624446],"genre_scores_gemma":[0.9504665,0.008753872,0.01521687,0.01050329,0.001401465,0.0004835699,0.00005352969,0.0001414467,0.01297944],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.03577444,"threshold_uncertainty_score":0.1891956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02528577967838075,"score_gpt":0.3129304070828025,"score_spread":0.2876446274044217,"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."}}