{"id":"W1941413737","doi":"10.24908/pceea.v0i0.3643","title":"CURRICULUM ENHANCEMENT AND EVALUATION OF GRADUATE ATTRIBUTES AND OUTCOMES THROUGH STUDENT-RUN FORUMS","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Curriculum Development","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"University of Manitoba","keywords":"Accreditation; Curriculum; Capstone; Class (philosophy); Medical education; Adaptation (eye); Computer science; Pedagogy; Psychology; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005783635,0.0001681803,0.000194406,0.0001738519,0.00007441437,0.0000364529,0.0001499924,0.00008920724,0.0000296941],"category_scores_gemma":[0.000290333,0.0001583406,0.00004313301,0.0003080062,0.00001737563,0.0002226466,0.00002531729,0.0001296814,0.000001873257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007576834,"about_ca_system_score_gemma":0.0001933734,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001829668,"about_ca_topic_score_gemma":0.000816341,"domain_scores_codex":[0.9988407,0.000006107583,0.0003311365,0.0001496483,0.0004374922,0.0002348688],"domain_scores_gemma":[0.9989887,0.00001948246,0.0001720564,0.00008309179,0.000614035,0.0001226148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[7.319611e-7,0.0001646067,0.958699,0.0006164063,0.0003795851,2.921793e-8,0.01326497,0.0009286141,0.001550467,0.01060142,0.01104635,0.002747804],"study_design_scores_gemma":[0.0003019596,0.00001650599,0.9821563,0.0001717354,0.0001409613,0.000002050025,0.002086671,0.005671206,0.007338444,0.0003530354,0.001471843,0.0002892848],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956238,0.0003797341,0.00003769548,0.0004237618,0.001133017,0.0004067889,0.000007983272,0.000057947,0.001929268],"genre_scores_gemma":[0.997893,0.00008997693,0.001646727,0.0000360158,0.0000314195,0.0001140888,0.000006228246,0.00002449229,0.0001580154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02345729,"threshold_uncertainty_score":0.645694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02363108068988911,"score_gpt":0.2505873424054783,"score_spread":0.2269562617155892,"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."}}