{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01615666,0.00120962,0.0009449319,0.001343109,0.001066895,0.002952491,0.00298455,0.001434894,0.007173445],"category_scores_gemma":[0.04231043,0.0005913737,0.0006525568,0.0006170986,0.0006666508,0.001027137,0.001766282,0.002119771,0.002171749],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004917746,"about_ca_system_score_gemma":0.004772905,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003559734,"about_ca_topic_score_gemma":0.006858453,"domain_scores_codex":[0.990585,0.003398453,0.0005330855,0.0009921235,0.003387374,0.001104036],"domain_scores_gemma":[0.9456131,0.01440359,0.003251965,0.003376639,0.02411164,0.009243037],"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":[0.004928996,0.0712387,0.03262033,0.001980224,0.0001793576,0.0006752023,0.01172436,0.01110654,0.05027412,0.001294206,0.02295638,0.7910216],"study_design_scores_gemma":[0.006364777,0.2330681,0.3154305,0.001401566,0.0005942282,0.001586269,0.01351906,0.0317614,0.1678324,0.001552224,0.2261862,0.0007031697],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9786512,0.0002167798,0.006424957,0.0005744802,0.0003392377,0.002427234,0.0003517257,0.0006386861,0.01037564],"genre_scores_gemma":[0.920633,0.000467611,0.03765225,0.0007950813,0.0002017068,0.002668894,0.001640995,0.0001790184,0.03576149],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01615666,"threshold_uncertainty_score":0.08544558,"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."}}