{"id":"W4312787304","doi":"10.4236/ojce.2022.124028","title":"Integrating Universal Design Standards and Building Information Modeling at the Conceptual Design Stage of Buildings","year":2022,"lang":"en","type":"article","venue":"Open Journal of Civil Engineering","topic":"BIM and Construction Integration","field":"Engineering","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Building information modeling; Conceptual design; Process (computing); Systems engineering; Information model; Engineering; Conceptual model; Architecture; Novelty; Engineering design process; Plug-in; Population; Computer science; Software engineering; Construction engineering; Database; Human–computer interaction; Operations management","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001364297,0.0001224688,0.0002001743,0.0001665197,0.0001803241,0.000105738,0.0002876505,0.00003195639,0.0001756568],"category_scores_gemma":[0.00009266483,0.0001033325,0.00004643133,0.0002028174,0.00003091241,0.001040024,0.0001346435,0.0003640918,1.579891e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003249184,"about_ca_system_score_gemma":0.00009961207,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001486383,"about_ca_topic_score_gemma":0.000005584756,"domain_scores_codex":[0.998942,0.00005700573,0.0004614001,0.00005665393,0.0003478676,0.0001351061],"domain_scores_gemma":[0.9993845,0.0001235749,0.0001814554,0.00008296099,0.0001772961,0.00005019936],"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":[0.00005181889,0.000002001582,0.00001129479,0.00001927922,0.00004666482,0.000001804946,0.001609108,0.9768499,0.01313519,0.004089827,0.0002101128,0.003973017],"study_design_scores_gemma":[0.0005131894,0.0001277394,0.000003575167,0.00008566416,0.00002407121,0.0001368424,0.004967002,0.9791389,0.008080075,0.00007894117,0.006718324,0.0001256417],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07858976,0.0004242317,0.9201096,0.00002597685,0.0003112888,0.0001580856,0.00001918102,0.00002137509,0.0003404891],"genre_scores_gemma":[0.9752461,0.00005713759,0.02460898,0.000009312264,0.00002905811,0.000007076277,0.000001195452,0.00001665505,0.00002453004],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8966563,"threshold_uncertainty_score":0.4213778,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01586291960788792,"score_gpt":0.219990817919282,"score_spread":0.2041278983113941,"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."}}