{"id":"W2155053401","doi":"10.24908/pceea.v0i0.3609","title":"EVALUATION OF A FIRST YEAR DESIGN COURSE","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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Course (navigation); Proposition; Course evaluation; Strengths and weaknesses; Computer science; Mathematics education; Engineering management; Psychology; Engineering; Higher education","routes":{"ca_aff":true,"ca_fund":false,"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":[0.001121002,0.0001392837,0.0001431309,0.0002289221,0.00005946681,0.00002204766,0.0002503596,0.000122023,0.00013581],"category_scores_gemma":[0.0005736046,0.0001436452,0.00006288406,0.0005225937,0.00001138005,0.0001457094,0.00001021922,0.0001379963,0.00001174993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001874644,"about_ca_system_score_gemma":0.0007269221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009050801,"about_ca_topic_score_gemma":0.001228099,"domain_scores_codex":[0.9988083,0.000007822508,0.0002991219,0.0001158756,0.0005439806,0.0002248883],"domain_scores_gemma":[0.9984351,0.00002335457,0.000162563,0.0001088653,0.00112741,0.0001427475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000100095,0.0008868987,0.3844783,0.002262114,0.001865768,1.600031e-7,0.03482893,0.1688405,0.006227453,0.03369419,0.3567292,0.01017654],"study_design_scores_gemma":[0.0007724205,0.00004020747,0.8391724,0.000636036,0.0006362207,0.000005915495,0.001772017,0.1018129,0.0365795,0.0009662166,0.01670118,0.0009050412],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9188027,0.001069934,0.001210922,0.001357643,0.01123509,0.002575543,0.00005059938,0.0006565491,0.06304099],"genre_scores_gemma":[0.99494,0.00001571111,0.004537074,0.00001557402,0.00006450005,0.0001116571,0.000003497149,0.00003578611,0.0002762195],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4546941,"threshold_uncertainty_score":0.5857679,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01995325721733388,"score_gpt":0.2068233192522851,"score_spread":0.1868700620349512,"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."}}