{"id":"W1896985461","doi":"10.24908/pceea.v0i0.3930","title":"A DESIGN CHALLENGE - INCORPORATING DESIGN INTO THE FIRST YEAR ENGINEERING CURRICULUM","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"University of Ontario Institute of Technology","keywords":"Engineering design process; Graphics; Curriculum; Process (computing); Computer science; Engineering management; Software engineering; Engineering education; Engineering; Course (navigation); Systems engineering; Mechanical engineering; Computer graphics (images); Psychology; Pedagogy","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":[0.006352135,0.0005451106,0.0004930355,0.0006290753,0.002378041,0.006942185,0.002371569,0.002799219,0.00847922],"category_scores_gemma":[0.009570113,0.0004294234,0.0005587251,0.0005736059,0.002359344,0.004543311,0.005126734,0.003505758,0.002440339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006061746,"about_ca_system_score_gemma":0.01271741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004167839,"about_ca_topic_score_gemma":0.01125616,"domain_scores_codex":[0.9949066,0.001893088,0.0001770469,0.0005472087,0.001739191,0.0007367737],"domain_scores_gemma":[0.9935042,0.001396657,0.0003724614,0.0008280397,0.001284096,0.002614534],"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":[0.0001817432,0.001902857,0.01142994,0.001463866,0.00002466852,0.000685096,0.01953192,0.006011393,0.01295755,0.2762048,0.1130705,0.5565355],"study_design_scores_gemma":[0.00003980042,0.0007183756,0.005887107,0.000566187,0.00001116374,0.0006723211,0.007340838,0.002183164,0.00374268,0.06275264,0.9160373,0.00004845131],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2573407,0.01077208,0.2343704,0.09507765,0.007284083,0.001053662,0.000357688,0.00135913,0.3923846],"genre_scores_gemma":[0.6212665,0.00399764,0.1622217,0.01116023,0.0005636144,0.0006984076,0.0004072074,0.0003821262,0.1993026],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.00847922,"threshold_uncertainty_score":0.04398125,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01665936329468564,"score_gpt":0.1957064256251522,"score_spread":0.1790470623304665,"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."}}