{"id":"W1870705533","doi":"10.24908/pceea.v0i0.3633","title":"Teaching Building Design and Construction Engineering. Are we ready for the paradigm shift?","year":2011,"lang":"en","type":"article","venue":"Proceedings of the Canadian Engineering Education Association (CEEA)","topic":"BIM and Construction Integration","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; University of British Columbia; McGill University","funders":"","keywords":"Curriculum; Architecture; Engineering; Bridge (graph theory); Engineering management; Building information modeling; Design studio; Studio; Multidisciplinary approach; Paradigm shift; Engineering ethics; Architectural engineering; Operations management; Sociology; Pedagogy","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006316211,0.0006953013,0.0006923846,0.001411397,0.006474347,0.0118646,0.001933447,0.003568799,0.0110883],"category_scores_gemma":[0.006269433,0.0003964733,0.0005109753,0.002971865,0.02481643,0.006468198,0.004512302,0.006061778,0.003735213],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.03069256,"about_ca_system_score_gemma":0.05034062,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3294441,"about_ca_topic_score_gemma":0.5398292,"domain_scores_codex":[0.9935638,0.002210362,0.0001451448,0.0004484422,0.00268562,0.000946647],"domain_scores_gemma":[0.9954798,0.001083464,0.0002359694,0.0004292887,0.0008691683,0.001902299],"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":[0.00003443739,0.000205401,0.002757239,0.0009685977,0.00002410748,0.0002130407,0.02859025,0.0008456174,0.0009231613,0.3288824,0.1739874,0.4625683],"study_design_scores_gemma":[0.000008425577,0.00002906889,0.001730123,0.0006262164,0.00000820022,0.0001340301,0.0168261,0.0001788074,0.0002195438,0.07032567,0.9098957,0.00001812959],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.01393985,0.1247281,0.02498598,0.507067,0.00888709,0.00007460576,0.0001064973,0.0003852984,0.3198255],"genre_scores_gemma":[0.4323695,0.1684037,0.07840783,0.08423762,0.004044823,0.0001942786,0.0002822577,0.0004593191,0.2316008],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.3294441,"threshold_uncertainty_score":0.6550531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01696969196595475,"score_gpt":0.203371371467458,"score_spread":0.1864016795015033,"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."}}