{"id":"W644822314","doi":"","title":"Transforming undergraduate education : theory that compels and practices that succeed","year":2011,"lang":"en","type":"article","venue":"Rowman & Littlefield Education","topic":"Global Education Systems and Policies","field":"Social Sciences","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Liberal arts education; Liberal education; Transformative learning; Sociology; Higher education; Environmental ethics; Pedagogy; Political science; Law; Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007374674,0.0001384341,0.0001442733,0.0001196817,0.000522539,0.0001795278,0.000192286,0.0001287582,0.0004513151],"category_scores_gemma":[0.000192276,0.0001357342,0.00005120733,0.0001908711,0.0001513522,0.0006993723,0.00001457857,0.0001266737,0.00004155442],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000851049,"about_ca_system_score_gemma":0.001124966,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0340667,"about_ca_topic_score_gemma":0.00272959,"domain_scores_codex":[0.9987571,0.0002937668,0.0001993399,0.0002390304,0.0002407913,0.0002699322],"domain_scores_gemma":[0.9989332,0.0002019908,0.0003348912,0.0002122027,0.0001357093,0.0001819889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001416173,0.0001987967,0.030359,0.00004842292,0.00002111312,8.215746e-8,0.1642309,1.197365e-7,0.00004380253,0.7549119,0.007310995,0.04286077],"study_design_scores_gemma":[0.0001332596,0.00004194768,0.08315347,0.000133987,0.00007576189,0.00000663377,0.3492928,0.000001611479,0.0007911695,0.1062673,0.4597593,0.0003426901],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5277679,0.001461703,0.0001568131,0.01185113,0.00268564,0.0004925475,0.000002180706,0.00008296046,0.4554991],"genre_scores_gemma":[0.9881308,0.0005353548,0.0003481112,0.001171398,0.0005514104,0.00005577166,0.000009371637,0.00001185163,0.009185904],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6486446,"threshold_uncertainty_score":0.9723656,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08622141231211108,"score_gpt":0.3728578185454475,"score_spread":0.2866364062333364,"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."}}