{"id":"W4400317298","doi":"10.1088/1755-1315/1363/1/012070","title":"Embodied Carbon Impacts of Building Envelope Systems","year":2024,"lang":"en","type":"article","venue":"IOP Conference Series Earth and Environmental Science","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Public Health; Toronto Zoo","funders":"","keywords":"Building envelope; Greenhouse gas; Architectural engineering; Embodied energy; Life-cycle assessment; Building design; Environmental science; Carbon fibers; Carbon neutrality; Roof; Engineering; Computer science; Construction engineering; Civil engineering; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000608389,0.0004898382,0.0001656504,0.001194055,0.0004298337,0.001526559,0.0003441956,0.000213577,0.002499318],"category_scores_gemma":[0.001036466,0.0001293961,0.0003758028,0.00164297,0.0006601718,0.0007377171,0.0006836196,0.0002656415,0.000141679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004038212,"about_ca_system_score_gemma":0.0009786087,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07138776,"about_ca_topic_score_gemma":0.1115293,"domain_scores_codex":[0.9994797,0.0001195485,0.00001749294,0.00004061335,0.0002697869,0.00007283069],"domain_scores_gemma":[0.9991824,0.0002514921,0.0001200382,0.0001028219,0.000303818,0.00003932936],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0002615154,0.0001160587,0.2341889,0.0004778566,0.0005183534,0.0004570741,0.0005538406,0.6022908,0.03028392,0.02727351,0.001167603,0.1024106],"study_design_scores_gemma":[0.00001520151,0.0003802699,0.5767493,0.0002119079,0.0002334449,0.0002627048,0.002392218,0.327292,0.04332162,0.02207163,0.02697372,0.00009596837],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9713163,0.0006136603,0.00895919,0.0001060924,0.00001309593,0.00004871343,0.001086693,0.00003054147,0.01782572],"genre_scores_gemma":[0.9974176,0.0001612084,0.001073708,0.000006104476,0.000001585972,0.0000061941,0.0002304048,0.000006764273,0.00109649],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07138776,"threshold_uncertainty_score":0.1419445,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009749241458298292,"score_gpt":0.2229182500134705,"score_spread":0.2131690085551722,"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."}}