{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.04410896,0.0009601662,0.0006060203,0.002560357,0.008250646,0.008890162,0.003041578,0.003623324,0.01117993],"category_scores_gemma":[0.04843715,0.000893664,0.0007899055,0.002101372,0.006568751,0.00652897,0.01707434,0.00363443,0.003629268],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003708113,"about_ca_system_score_gemma":0.01744404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0032154,"about_ca_topic_score_gemma":0.006151479,"domain_scores_codex":[0.9288948,0.05020942,0.001987792,0.004814457,0.01103014,0.003063444],"domain_scores_gemma":[0.9368693,0.02350497,0.0033418,0.01195261,0.01025579,0.01407557],"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":[0.0002655889,0.001842305,0.008975961,0.0009646745,0.000112371,0.001593162,0.1577682,0.003869281,0.004935212,0.1535253,0.04646008,0.6196879],"study_design_scores_gemma":[0.0001889196,0.0008688977,0.002129284,0.001030243,0.00004459467,0.001580879,0.05034097,0.004275078,0.002377103,0.05357787,0.8834539,0.0001322551],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1213476,0.004754874,0.5956298,0.0207615,0.001434233,0.00246103,0.00009937358,0.001332183,0.2521794],"genre_scores_gemma":[0.6012836,0.002862053,0.3285068,0.001949221,0.0002205337,0.00140338,0.0002087545,0.0003499459,0.0632157],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04410896,"threshold_uncertainty_score":0.2332733,"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."}}