{"id":"W4403748786","doi":"10.24908/pceea.2023.17152","title":"The Outside Within: Towards a Model of Transdisciplinary Integration of Communication into Engineering Design Courses","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"Interdisciplinary Research and Collaboration","field":"Decision Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Engineering ethics; Engineering; Sociology; Engineering management; Systems engineering; Computer science; Architectural engineering; Management science","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.00385259,0.000142679,0.0002137441,0.0004506106,0.0002684379,0.000303985,0.0008946045,0.0001290411,0.000008236799],"category_scores_gemma":[0.003756991,0.0001003204,0.0001352025,0.00149835,0.00006268179,0.0005913242,0.00006763449,0.0002828172,0.000003318926],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001074888,"about_ca_system_score_gemma":0.002107584,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008097853,"about_ca_topic_score_gemma":0.007045463,"domain_scores_codex":[0.9977152,0.00003869347,0.0007648618,0.0002075641,0.001052882,0.0002208052],"domain_scores_gemma":[0.9963786,0.0005177163,0.0004700584,0.0002601782,0.00225257,0.0001208886],"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":[0.0001083121,0.000188482,0.002147848,0.0006140288,0.0003979715,1.898499e-7,0.09757717,0.4655083,0.1445507,0.2180874,0.05531029,0.01550927],"study_design_scores_gemma":[0.000097446,0.00006545336,0.00419351,0.0004530707,0.00004679797,0.000001673469,0.007058984,0.9363803,0.03734061,0.01337453,0.0008247066,0.0001628793],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9109389,0.002466541,0.02336589,0.05203057,0.003590845,0.002210619,0.0001858806,0.0001670186,0.005043692],"genre_scores_gemma":[0.9939803,0.00002757032,0.004206521,0.00001557638,0.00006075693,0.00007689461,0.00000618144,0.00002128607,0.001604883],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.470872,"threshold_uncertainty_score":0.4497741,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04546382331835572,"score_gpt":0.3390866956978631,"score_spread":0.2936228723795074,"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."}}