{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.06083976,0.0009218046,0.001020665,0.003646636,0.001477584,0.00268264,0.001350999,0.0008985658,0.004772338],"category_scores_gemma":[0.1036493,0.0003756894,0.0006404464,0.002009671,0.0006300693,0.001886175,0.003415052,0.001379958,0.001485797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001860637,"about_ca_system_score_gemma":0.00245522,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006741548,"about_ca_topic_score_gemma":0.001821284,"domain_scores_codex":[0.967232,0.02184414,0.001690555,0.001709247,0.005651561,0.001872482],"domain_scores_gemma":[0.8428994,0.07310439,0.01596172,0.01174324,0.04023832,0.01605297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00255744,0.01721948,0.1527811,0.0007685098,0.0001555759,0.0002603705,0.02187808,0.002984219,0.01609175,0.001296112,0.01025811,0.7737494],"study_design_scores_gemma":[0.001230636,0.04232887,0.8016372,0.0007500862,0.0003582861,0.0002831356,0.02442872,0.01733461,0.05456968,0.00373284,0.05275748,0.000588487],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9630502,0.0001910121,0.01779216,0.0007498976,0.0002611896,0.003953341,0.0007098104,0.0008729068,0.01241938],"genre_scores_gemma":[0.9429281,0.000243296,0.04058019,0.0002057435,0.0002978347,0.004805913,0.0009199933,0.0001785566,0.009840351],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06083976,"threshold_uncertainty_score":0.3217552,"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."}}