{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.003350549,0.0006161178,0.0004226164,0.00149052,0.003623208,0.01037108,0.00235384,0.003464772,0.008574546],"category_scores_gemma":[0.003922961,0.0005733966,0.0009160985,0.001035436,0.006964291,0.008484891,0.005306784,0.003060989,0.001597773],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005653769,"about_ca_system_score_gemma":0.007592478,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006239502,"about_ca_topic_score_gemma":0.006620167,"domain_scores_codex":[0.9956239,0.002756651,0.0001066562,0.0004841203,0.0006652075,0.0003633952],"domain_scores_gemma":[0.9975363,0.0008008968,0.0002194453,0.0004017223,0.0004239906,0.0006177705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00003717531,0.000227423,0.001473013,0.00005560616,0.00001221717,0.0002081624,0.008974118,0.01449428,0.0007653862,0.9600136,0.0008957457,0.01284331],"study_design_scores_gemma":[0.00008915381,0.0002992378,0.001716012,0.0003369757,0.00003296999,0.0003899416,0.01474347,0.1588317,0.001009594,0.7347091,0.0877638,0.00007797648],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08138927,0.0003653294,0.639765,0.01205822,0.0002167071,0.0003669665,0.00006091832,0.0002450746,0.2655325],"genre_scores_gemma":[0.7630412,0.0004240187,0.2145652,0.0009129489,0.00006116991,0.0007067695,0.00007441208,0.0001221068,0.02009216],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01037108,"threshold_uncertainty_score":0.04102117,"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."}}