{"id":"W1835372570","doi":"10.24908/pceea.v0i0.3686","title":"DESIGN-BUILD PROJECT APPROACH IN A FIRST YEAR ENGINEERING DESIGN COURSE","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada; General Motors of Canada; University of Ontario Institute of Technology","keywords":"Context (archaeology); Computer science; Representation (politics); Course (navigation); Function (biology); Space (punctuation); Software engineering; Engineering design process; CAD; Human–computer interaction; Systems engineering; Engineering drawing; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009775885,0.0002354657,0.0002136597,0.0005220586,0.00008619371,0.00009214839,0.0004040565,0.0002140581,0.00004375829],"category_scores_gemma":[0.0006914213,0.0002544336,0.0000671,0.001040864,0.00001137438,0.0005331984,0.00001555976,0.0003985847,0.00002016405],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001863772,"about_ca_system_score_gemma":0.0007685164,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00265809,"about_ca_topic_score_gemma":0.0005734799,"domain_scores_codex":[0.9986745,0.00001594638,0.0003646026,0.0002171488,0.0002791037,0.0004486615],"domain_scores_gemma":[0.9991016,0.0001186359,0.0001785158,0.0001518138,0.0002662244,0.0001832583],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006856756,0.001387276,0.1290532,0.003034752,0.001021722,0.000001837181,0.05702038,0.4560402,0.007096201,0.03548252,0.3072972,0.002496131],"study_design_scores_gemma":[0.001904315,0.0001424872,0.3281652,0.001079811,0.0004580454,0.00005685963,0.004659076,0.5547735,0.01668463,0.0006332215,0.08833755,0.003105272],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4069624,0.005110563,0.2121367,0.01221848,0.04703769,0.03053466,0.000232874,0.007594957,0.2781716],"genre_scores_gemma":[0.953406,0.0000328901,0.04532282,0.0000657569,0.0001411361,0.0002845092,0.000005041428,0.00009011009,0.0006517835],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5464435,"threshold_uncertainty_score":0.9999908,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02400278380047964,"score_gpt":0.2126861522603229,"score_spread":0.1886833684598433,"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."}}