{"id":"W2153126655","doi":"10.24908/pceea.v0i0.3937","title":"STUDENT DESIGN TEAMS AT UWO: A CASE STUDY","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Engineering Education and Pedagogy","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Curriculum; Focus (optics); Computer science; Engineering management; Multimedia; Engineering; Psychology; Pedagogy","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":[0.004330685,0.0005792428,0.0004162323,0.001413057,0.01230134,0.00295586,0.002075027,0.003298656,0.005565044],"category_scores_gemma":[0.007851312,0.0006088402,0.0005172456,0.001490811,0.001870502,0.001380259,0.003197589,0.00200852,0.001035297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003973087,"about_ca_system_score_gemma":0.004344706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02345183,"about_ca_topic_score_gemma":0.08585308,"domain_scores_codex":[0.9958075,0.002214768,0.0001725343,0.0002772845,0.00061345,0.0009143896],"domain_scores_gemma":[0.9910023,0.00280627,0.000730229,0.0003858197,0.001272517,0.003802852],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0009278713,0.01696179,0.1647352,0.0004329549,0.00007353199,0.03772405,0.6328176,0.003033565,0.003830701,0.005636902,0.009596135,0.1242296],"study_design_scores_gemma":[0.0003844888,0.005895773,0.04835626,0.0002863801,0.00006941477,0.008585243,0.865655,0.006878854,0.003578152,0.001619778,0.05859504,0.00009554915],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9934028,0.0000766658,0.001140579,0.0003625387,0.00001568365,0.0001372718,0.00002815822,0.0000186762,0.004817648],"genre_scores_gemma":[0.9913566,0.0002084424,0.002168966,0.00018937,0.00001525052,0.000143169,0.00004349359,0.0000220395,0.005852661],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02345183,"threshold_uncertainty_score":0.04663068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02001741197118566,"score_gpt":0.2366370209724009,"score_spread":0.2166196090012152,"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."}}