{"id":"W1901557219","doi":"10.24908/pceea.v0i0.3927","title":"A PRODUCT DEVELOPMENT APPROACH TO TEACHING INTRODUCTORY ENGINEERING DESIGN","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":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Enthusiasm; Teamwork; Engineering management; Product design; Engineering design process; New product development; Process (computing); Product (mathematics); Computer science; Engineering; Systems engineering; Psychology; Mechanical engineering; Management","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"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":[0.001173195,0.0006031647,0.0003107791,0.001105937,0.001174932,0.002100717,0.001366406,0.0007789871,0.01232111],"category_scores_gemma":[0.002013839,0.0003327749,0.0004448124,0.0008894849,0.001170215,0.0009345858,0.00180665,0.001743707,0.003646406],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001950377,"about_ca_system_score_gemma":0.00344207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002175602,"about_ca_topic_score_gemma":0.005053895,"domain_scores_codex":[0.998534,0.0004827436,0.00004762863,0.0002064784,0.0006259004,0.0001033642],"domain_scores_gemma":[0.9990428,0.0003734209,0.00003906971,0.0001212962,0.0002198696,0.0002035417],"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":[0.00005459854,0.0009354178,0.0008474563,0.0007555101,0.00001537119,0.0004515218,0.004769205,0.002794078,0.01515065,0.1174565,0.03566977,0.8210999],"study_design_scores_gemma":[0.00008376656,0.0007006215,0.001063353,0.0002958391,0.00001888779,0.001203721,0.001110903,0.003694659,0.007357711,0.02812294,0.9563078,0.00003970449],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.02014391,0.00207698,0.673251,0.002440252,0.001072015,0.0009751621,0.0001062989,0.001357698,0.2985768],"genre_scores_gemma":[0.1098351,0.003172962,0.7329206,0.001293958,0.0001409458,0.001239513,0.0001897618,0.0002890307,0.1509181],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01232111,"threshold_uncertainty_score":0.04121822,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01086359733295783,"score_gpt":0.1731419808036474,"score_spread":0.1622783834706896,"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."}}