{"id":"W2895994267","doi":"10.1007/978-3-030-00220-6_103","title":"Lessons Learned from a Multi-year Initiative to Integrate Data-Driven Design Using BIM into Undergraduate Architectural Education","year":2018,"lang":"en","type":"book-chapter","venue":"","topic":"BIM and Construction Integration","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Curriculum; Building information modeling; Engineering management; Studio; Design studio; Engineering; Computer science; Systems engineering; Software engineering; Pedagogy; Psychology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.007869142,0.0004660542,0.0002747099,0.0006098888,0.003520003,0.007657235,0.001623045,0.002129643,0.008120067],"category_scores_gemma":[0.004759593,0.000288188,0.0003090403,0.0009022085,0.001904304,0.004478841,0.006282083,0.003955687,0.002544074],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003624779,"about_ca_system_score_gemma":0.007539206,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005432248,"about_ca_topic_score_gemma":0.0269564,"domain_scores_codex":[0.9965498,0.001456243,0.00009773706,0.0003107686,0.001112568,0.0004728458],"domain_scores_gemma":[0.9970571,0.0005525242,0.00007781663,0.0001748505,0.0006844726,0.001453154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00009210123,0.002380901,0.00428382,0.0004036238,0.00001285548,0.00205728,0.06028821,0.001162342,0.003565839,0.06328107,0.1853175,0.6771544],"study_design_scores_gemma":[0.00002599844,0.0002424864,0.003623632,0.0005028195,0.000007327561,0.001056982,0.05283969,0.0006402975,0.00223823,0.01912949,0.9196439,0.00004918317],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1839858,0.01013088,0.05634208,0.2653911,0.007174553,0.000526479,0.0003884797,0.001041376,0.4750193],"genre_scores_gemma":[0.4156188,0.008668038,0.1093618,0.02421878,0.0005898869,0.0004110029,0.0005817772,0.0005911863,0.4399587],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.008120067,"threshold_uncertainty_score":0.0416165,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1781045718251008,"score_gpt":0.3254408200283526,"score_spread":0.1473362482032517,"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."}}