{"id":"W4378836433","doi":"10.18280/ijsdp.180518","title":"Modelling Design Standards for Iraqi Schools Using Building Information Modeling","year":2023,"lang":"en","type":"article","venue":"International Journal of Sustainable Development and Planning","topic":"BIM and Construction Integration","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Architectural engineering; Building information modeling; Computer science; Environmental planning; Civil engineering; Environmental science; Construction engineering; Engineering; Systems engineering; Operations management","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007769195,0.00009572426,0.0001116186,0.000634548,0.0001367445,0.0002241402,0.0001023231,0.00005417386,0.000002992151],"category_scores_gemma":[0.00008075956,0.00009506772,0.00003208706,0.0001541791,0.000006022281,0.001250248,0.00001938388,0.0001358171,5.814238e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002993121,"about_ca_system_score_gemma":0.0002407648,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003533181,"about_ca_topic_score_gemma":5.153932e-8,"domain_scores_codex":[0.9989972,0.00000856899,0.0004298258,0.00005160873,0.0003336293,0.0001791449],"domain_scores_gemma":[0.998652,0.00004633881,0.0001064418,0.00002392558,0.00112418,0.00004711987],"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":[0.00006032005,0.000001225603,0.00007037152,0.00004218056,0.00008054903,0.00002294476,0.001933106,0.9868172,0.0001097936,0.001726359,0.0002298888,0.008906044],"study_design_scores_gemma":[0.0003719692,0.00001077681,0.000007807793,0.0001787475,0.000009383794,0.00004799751,0.0125618,0.9775644,0.001001678,0.002459037,0.005677019,0.0001093682],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3558055,0.0001297984,0.6434854,0.00002113269,0.0003981621,0.00006780346,0.000002659392,0.00003731396,0.00005227582],"genre_scores_gemma":[0.8888203,0.00005117829,0.1108874,0.00001483898,0.0001713904,0.000006995,0.00001249709,0.00001136598,0.00002407107],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5330148,"threshold_uncertainty_score":0.3876749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03403824909058557,"score_gpt":0.2725954859099814,"score_spread":0.2385572368193958,"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."}}