{"id":"W2183698420","doi":"10.59236/td2010vol3iss31079","title":"Grappling with the Complexity of Undergraduate Degree Program Reform: Critical Barriers and Emergent Strategies","year":2010,"lang":"en","type":"article","venue":"Transformative Dialogues Teaching and Learning Journal","topic":"Evaluation of Teaching Practices","field":"Social Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Curriculum; Context (archaeology); Multidisciplinary approach; Discipline; Multinational corporation; Curriculum development; Resource (disambiguation); Engineering ethics; Process (computing); Pedagogy; Mathematics education; Political science; Sociology; Computer science; Psychology; Engineering; Social science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.07119711,0.0005311506,0.000836525,0.002844082,0.01142093,0.01749076,0.003310608,0.003035572,0.002056424],"category_scores_gemma":[0.1096708,0.0007577348,0.000622342,0.002387144,0.01825741,0.009845109,0.01313071,0.005847438,0.0001708811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01801379,"about_ca_system_score_gemma":0.02804637,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009804913,"about_ca_topic_score_gemma":0.01341518,"domain_scores_codex":[0.9149477,0.06188189,0.00310247,0.002915601,0.00987606,0.007276117],"domain_scores_gemma":[0.9138465,0.06569395,0.005460834,0.002996064,0.006363519,0.00563916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00008961922,0.0002419136,0.02275836,0.0008680964,0.0000560942,0.001107655,0.8315511,0.0004502051,0.001875801,0.057404,0.002251679,0.08134547],"study_design_scores_gemma":[0.00002375377,0.0001244072,0.0105791,0.000640133,0.00002783463,0.0004828388,0.9406803,0.0007959923,0.000969308,0.0167093,0.02890993,0.0000570892],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9074529,0.001566065,0.01924279,0.04707602,0.0002281434,0.0009729963,0.00004738789,0.00009288527,0.02332081],"genre_scores_gemma":[0.9935371,0.0003474061,0.004276518,0.0007690422,0.0000240494,0.0002283979,0.00001217551,0.00002368967,0.000781534],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07119711,"threshold_uncertainty_score":0.3765308,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1238068482771064,"score_gpt":0.4079481501531976,"score_spread":0.2841413018760912,"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."}}