{"id":"W2051022076","doi":"10.1016/j.buildenv.2014.05.021","title":"Integrated LCA–LEED sustainability assessment model for structure and envelope systems of school buildings","year":2014,"lang":"en","type":"article","venue":"Building and Environment","topic":"Sustainable Building Design and Assessment","field":"Engineering","cited_by":105,"is_retracted":false,"has_abstract":false,"ca_institutions":"Concordia University","funders":"","keywords":"Precast concrete; Sustainability; Demolition; Building envelope; Life-cycle assessment; Masonry; Envelope (radar); Energy consumption; Engineering; Architectural engineering; Civil engineering; Production (economics)","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005401478,0.0002956754,0.0003964042,0.0001185947,0.0001262826,0.00008187752,0.000127672,0.000136064,0.00000779932],"category_scores_gemma":[0.00006345028,0.000270284,0.00004872987,0.00007190026,0.00009572272,0.0001198731,0.00008289306,0.0001827668,1.766969e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000436616,"about_ca_system_score_gemma":0.00005176456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003999265,"about_ca_topic_score_gemma":5.999192e-7,"domain_scores_codex":[0.9986019,0.00004647743,0.0003797554,0.00039088,0.0002043981,0.0003765881],"domain_scores_gemma":[0.9993013,0.0001137768,0.00008027135,0.0002738695,0.00004285343,0.0001879257],"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":[0.00003526223,0.00005472521,0.007286438,0.001590641,0.0001314883,0.000001300585,0.0002333506,0.9061186,0.03859432,0.02846567,0.0004577645,0.01703041],"study_design_scores_gemma":[0.0008245484,0.0001212273,0.004011487,0.00008184813,0.00006836677,0.000005696876,0.0005205771,0.9801677,0.002097756,0.007415152,0.00432825,0.0003573272],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5092514,0.0003502308,0.4896608,0.0000615275,0.00006777838,0.0004781755,0.00001972483,0.00007096489,0.00003944828],"genre_scores_gemma":[0.9588648,0.0001715013,0.04061661,0.00001817446,0.0000435098,0.0001008255,0.0000114206,0.0000448884,0.0001282645],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4496134,"threshold_uncertainty_score":0.9999749,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008597788444683108,"score_gpt":0.2260021406565786,"score_spread":0.2174043522118955,"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."}}