{"id":"W2281887716","doi":"10.7492/ijaec.2017.001","title":"Design Change Management Using BIM-based Visualization Model","year":2017,"lang":"en","type":"article","venue":"International Journal of Architecture Engineering and Construction","topic":"BIM and Construction Integration","field":"Engineering","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Visualization; Computer science; Building information modeling; Systems engineering; Process management; Construction engineering; Business; Engineering; Operations management; Data mining","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":[0.0006881472,0.0008519727,0.0005023971,0.001543685,0.0005174576,0.002373396,0.001423856,0.001120803,0.007116009],"category_scores_gemma":[0.002145301,0.0005359128,0.001248477,0.00131808,0.0004481934,0.00181406,0.001113688,0.0007640881,0.001127593],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001136411,"about_ca_system_score_gemma":0.001423952,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.012387,"about_ca_topic_score_gemma":0.01098166,"domain_scores_codex":[0.9994982,0.0001374083,0.00003787984,0.00009270135,0.000189619,0.00004420888],"domain_scores_gemma":[0.9992467,0.0002888194,0.00008171814,0.0001392542,0.0002068858,0.00003663969],"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":[0.00006714786,0.00006589068,0.002060852,0.0001229234,0.00002347259,0.0001791988,0.0003599295,0.9464636,0.002138275,0.01358273,0.002476968,0.03245905],"study_design_scores_gemma":[0.00001136812,0.00001795206,0.0004158707,0.00001804354,0.00001307789,0.0000439569,0.00006446204,0.987919,0.001065788,0.003035545,0.007377025,0.00001784716],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07543381,0.0003787054,0.8729343,0.0008024743,0.0001220066,0.0003472549,0.00362737,0.009532172,0.0368218],"genre_scores_gemma":[0.6324943,0.0009564692,0.3493578,0.00007756253,0.0000360861,0.0007283231,0.004431121,0.0006200143,0.01129816],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.012387,"threshold_uncertainty_score":0.02462983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02198914608395984,"score_gpt":0.2475158427738027,"score_spread":0.2255266966898428,"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."}}