{"id":"W2097887230","doi":"10.24908/pceea.v0i0.3841","title":"CROSS-COURSE INTEGRATED GROUP DESIGN PROJECTS: 1 + 1 = 11","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":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"University of Ontario Institute of Technology","keywords":"Thread (computing); Engineering management; Engineering; Integrated design; Computer science; Course (navigation); Engineering design process; Mathematics education; Psychology; Civil engineering; Mechanical engineering","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":[0.004962276,0.0008572401,0.0005673873,0.0007246935,0.001844601,0.002280468,0.002067186,0.001456032,0.1065624],"category_scores_gemma":[0.006005805,0.0005695739,0.0004969707,0.0008631069,0.0006473569,0.001672313,0.00621259,0.001586448,0.02562517],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001768758,"about_ca_system_score_gemma":0.003078032,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001901119,"about_ca_topic_score_gemma":0.00703861,"domain_scores_codex":[0.9968039,0.0007662149,0.0001922355,0.0006171851,0.0006066525,0.001013804],"domain_scores_gemma":[0.9892116,0.001152362,0.0004672029,0.001540595,0.001810528,0.005817767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.004590163,0.04072063,0.03667641,0.0005173114,0.0001095919,0.0004510766,0.005167678,0.002719549,0.01625171,0.007309502,0.06554481,0.8199416],"study_design_scores_gemma":[0.004579691,0.04588778,0.275437,0.0004984452,0.0001871867,0.001473954,0.008962927,0.01192947,0.03601096,0.0176522,0.5971133,0.0002670477],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.7530475,0.0001853717,0.04123612,0.001425416,0.0007421573,0.009403174,0.002075932,0.002860194,0.1890242],"genre_scores_gemma":[0.7068089,0.0001367089,0.07011768,0.0007369549,0.0001464071,0.005871073,0.002994661,0.0003174365,0.2128702],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1065624,"threshold_uncertainty_score":0.3564867,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01292933173950809,"score_gpt":0.2036006657393603,"score_spread":0.1906713339998522,"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."}}