{"id":"W2140951509","doi":"10.24908/pceea.v0i0.3963","title":"TOWARDS ENGINEERING DESIGN COURSEWARE","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":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Technische Universiteit Eindhoven; University of Calgary","keywords":"Key (lock); Focus (optics); Computer science; Engineering design process; Software engineering; Design elements and principles; Engineering education; Systems engineering; Engineering management; Engineering; Mechanical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003836757,0.0004544439,0.0002236109,0.001261355,0.0007680177,0.004419897,0.001378152,0.001573243,0.01275375],"category_scores_gemma":[0.00858413,0.0003971162,0.0004191156,0.0009153464,0.001386665,0.003528986,0.004088899,0.003240664,0.007220195],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001769001,"about_ca_system_score_gemma":0.002245043,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001487617,"about_ca_topic_score_gemma":0.00197928,"domain_scores_codex":[0.9978361,0.0007329517,0.0001015045,0.0002165045,0.0009412589,0.0001717546],"domain_scores_gemma":[0.9974391,0.0008160081,0.0001342142,0.0005118528,0.0008041831,0.0002945809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00002323146,0.0003461047,0.001534728,0.0003895042,0.000009066381,0.0002547461,0.004713183,0.003888434,0.01227643,0.3507728,0.01999715,0.6057946],"study_design_scores_gemma":[0.00001802198,0.0001090431,0.001923954,0.0004764542,0.000008446822,0.0003813655,0.001426435,0.003777856,0.01389905,0.1074816,0.8704742,0.00002353082],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05784574,0.001553408,0.5930277,0.007521915,0.0008378113,0.00045829,0.0001543715,0.002602439,0.3359983],"genre_scores_gemma":[0.160582,0.002356745,0.677515,0.002613074,0.0001767782,0.0003533232,0.0006800252,0.0007919436,0.1549311],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.01275375,"threshold_uncertainty_score":0.04266554,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01045954836469212,"score_gpt":0.1761829942588579,"score_spread":0.1657234458941658,"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."}}