{"id":"W2109639670","doi":"10.24908/pceea.v0i0.3788","title":"DESIGN AND INNOVATION IN WESTERN'S INTEGRATED ENGINEERING PROGRAM","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Design Education and Practice","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Engineering management; Engineering; Engineering education; Engineering design process; Emerging technologies; Engineering ethics; Computer science; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"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":[0.000631414,0.0001617645,0.0001457209,0.0008274334,0.00004711187,0.00008752128,0.0001814068,0.0001537135,0.00002092964],"category_scores_gemma":[0.0007671784,0.0001707383,0.00002270729,0.001621594,0.000009602402,0.0004280689,0.00001089976,0.0002973515,0.000005886473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001139911,"about_ca_system_score_gemma":0.0003056821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001407986,"about_ca_topic_score_gemma":0.0007425417,"domain_scores_codex":[0.9990914,0.000008119577,0.0003250484,0.000143534,0.0001607059,0.0002711538],"domain_scores_gemma":[0.9992412,0.0000562699,0.0001592578,0.00007832943,0.0003535856,0.0001114041],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005899524,0.001090252,0.5831696,0.003365132,0.0008747899,0.000001920066,0.05511609,0.05322782,0.06142429,0.08827873,0.07295566,0.08043676],"study_design_scores_gemma":[0.0006850819,0.0000793327,0.7278312,0.0006012354,0.000100631,0.00002310541,0.001018474,0.1017877,0.01781086,0.0003456436,0.1486233,0.001093381],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849992,0.0002053603,0.001522568,0.001574512,0.002904682,0.00165178,0.000008780554,0.0006043945,0.006528708],"genre_scores_gemma":[0.9863257,0.00001990121,0.01270873,0.00008564024,0.00005597723,0.0001725799,0.000006038172,0.00004517291,0.0005802779],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1446617,"threshold_uncertainty_score":0.6962505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01847696967795179,"score_gpt":0.2216492186310068,"score_spread":0.203172248953055,"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."}}