{"id":"W1956229601","doi":"10.24908/pceea.v0i0.3933","title":"A NEW FIRST YEAR DESIGN COURSE AT THE UNIVERSITY OF WESTERN ONTARIO","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Teamwork; Course (navigation); Conceptual design; Engineering management; Engineering design process; Design process; Process (computing); Work (physics); Design education; Engineering; Reflection (computer programming); Computer science; Software engineering; Systems engineering; Work in process; Operations management; Human–computer interaction; Management","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":[0.001221077,0.0008352029,0.0006360557,0.0009304384,0.0083015,0.00304656,0.001383675,0.001029578,0.1316222],"category_scores_gemma":[0.001210778,0.0008181231,0.0006988784,0.0008574104,0.0009811677,0.0006126831,0.001310526,0.001139405,0.02142674],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0188664,"about_ca_system_score_gemma":0.04160908,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4756133,"about_ca_topic_score_gemma":0.892765,"domain_scores_codex":[0.9987722,0.00004995163,0.00003489035,0.000141939,0.0006291422,0.0003719221],"domain_scores_gemma":[0.99555,0.00004774309,0.00005744967,0.0001218594,0.001062208,0.003160711],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002838214,0.001428483,0.01170173,0.0003078423,0.00001600156,0.0007150613,0.006768622,0.0005763242,0.01106938,0.005021718,0.7546434,0.2074677],"study_design_scores_gemma":[0.00003012041,0.0002952618,0.01771448,0.00008208623,0.000007873752,0.000148725,0.001919677,0.0002847032,0.001024944,0.0005428086,0.9779193,0.00002995143],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1560605,0.003824246,0.01355864,0.01691644,0.005718467,0.001556249,0.00428893,0.00219069,0.7958857],"genre_scores_gemma":[0.05761595,0.001016572,0.007538287,0.0009741378,0.0001384371,0.0002426484,0.001060207,0.0001772442,0.9312366],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9811336,"threshold_uncertainty_score":0.9456899,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01435159909830992,"score_gpt":0.1724557448169261,"score_spread":0.1581041457186162,"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."}}