{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001146245,0.0002476392,0.0001857268,0.0002974119,0.0002659375,0.0001389416,0.0005542006,0.0001879915,0.00006079829],"category_scores_gemma":[0.001209928,0.0002195029,0.00008218057,0.0007979522,0.00001862071,0.0005700662,0.00002699897,0.0004340767,0.00004652105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001618402,"about_ca_system_score_gemma":0.0004609403,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003110275,"about_ca_topic_score_gemma":0.00116278,"domain_scores_codex":[0.9986891,0.00001761882,0.0003813423,0.0002000586,0.0003264939,0.0003853826],"domain_scores_gemma":[0.9987176,0.0001675637,0.0002802971,0.0001894632,0.0004336056,0.0002114629],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000341507,0.0008339743,0.05289049,0.002650419,0.001742097,0.000001955313,0.1479643,0.2510117,0.008372711,0.1471424,0.378484,0.008871663],"study_design_scores_gemma":[0.001450677,0.0002618424,0.08795957,0.001525864,0.00078598,0.00005220613,0.01185792,0.5346208,0.02848545,0.005731501,0.3232625,0.004005676],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3609878,0.01002696,0.2108311,0.1031791,0.09300551,0.02551398,0.0001035637,0.01038131,0.1859706],"genre_scores_gemma":[0.9774129,0.0000337021,0.02140951,0.0001426953,0.0002722959,0.0002174836,0.000002640727,0.000085254,0.000423487],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6164252,"threshold_uncertainty_score":0.8951067,"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."}}