{"id":"W2115436521","doi":"10.24908/pceea.v0i0.3701","title":"COLLABORATIVE DESIGN PRACTICE INVOLVING PARTNERS FOR THE ADVANCEMENT OF COLLABORATIVE ENGINEERING EDUCATION (PACE)","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pace; Automotive industry; Engineering management; Product design; Concurrent engineering; Engineering; Task (project management); New product development; Globe; Product (mathematics); Engineering design process; Engineering education; Teamwork; Manufacturing engineering; Systems engineering; Operations management; Psychology; Mechanical engineering; Management; Business; Marketing","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001143517,0.0002387713,0.0002277942,0.0003018434,0.0001981728,0.0000964481,0.0003736477,0.0001477084,0.00003245758],"category_scores_gemma":[0.00502886,0.0002207856,0.0000765633,0.001288492,0.00002589878,0.0008015705,0.00001651945,0.0002338009,0.000004879918],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001868118,"about_ca_system_score_gemma":0.002289419,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009898015,"about_ca_topic_score_gemma":0.0005148893,"domain_scores_codex":[0.9986269,0.00002578914,0.0004726075,0.0001997285,0.0003318137,0.0003432],"domain_scores_gemma":[0.9957893,0.0007367019,0.000596401,0.0001784033,0.002517603,0.0001816061],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001876839,0.001087986,0.004296958,0.003273522,0.002841152,2.052151e-7,0.1408232,0.1464613,0.03620539,0.3385369,0.3084328,0.01785288],"study_design_scores_gemma":[0.0007589916,0.0001532283,0.01328027,0.0006452527,0.0007573036,0.000008124965,0.04354365,0.04305608,0.06369932,0.0004038018,0.8326054,0.001088628],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1284286,0.06445547,0.2351649,0.1456969,0.1425539,0.07122455,0.0016584,0.004346177,0.2064711],"genre_scores_gemma":[0.9452363,0.0005855277,0.05030976,0.0004294165,0.0003390017,0.001127044,0.00001726927,0.0001132808,0.001842449],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8168077,"threshold_uncertainty_score":0.9003375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01592264837439947,"score_gpt":0.2545528762226917,"score_spread":0.2386302278482922,"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."}}