{"id":"W4386969539","doi":"10.1016/j.enbuild.2023.113573","title":"Carbon impacts of the energy code for Canadian housing","year":2023,"lang":"en","type":"article","venue":"Energy and Buildings","topic":"Environmental Impact and Sustainability","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Greenhouse gas; Electricity; Carbon fibers; Environmental science; Embodied energy; Natural gas; Environmental economics; Natural resource economics; Electricity generation; Waste management; Engineering; Computer science; Ecology; Power (physics); Economics","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":[0.001582216,0.0005782397,0.0002862246,0.003100724,0.006906003,0.004255745,0.001535221,0.002301479,0.01209408],"category_scores_gemma":[0.007908339,0.0003786153,0.000821941,0.005133215,0.001478459,0.0009808994,0.001555414,0.002287051,0.0006055993],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.1267244,"about_ca_system_score_gemma":0.2112273,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9983081,"about_ca_topic_score_gemma":0.9993719,"domain_scores_codex":[0.9937789,0.0002370349,0.00009046663,0.0001701752,0.004209004,0.001514393],"domain_scores_gemma":[0.9939885,0.0003138664,0.0001306521,0.0001258574,0.00482732,0.0006137574],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002071713,0.000111203,0.0257925,0.0002898442,0.00006434234,0.000315996,0.001981166,0.005103956,0.001059182,0.3459359,0.5531313,0.06600736],"study_design_scores_gemma":[0.00002616885,0.00003338851,0.1383334,0.0003236077,0.00006677335,0.00006590335,0.00327041,0.00169373,0.0007940213,0.00751023,0.8477538,0.0001285539],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.114319,0.0126382,0.001543535,0.09109842,0.003476505,0.0003473396,0.03451478,0.0002757808,0.7417864],"genre_scores_gemma":[0.6440782,0.007939874,0.003520419,0.009845038,0.0003027906,0.0001511795,0.006496846,0.0002274123,0.3274383],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1267244,"threshold_uncertainty_score":0.9194543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006736303920244204,"score_gpt":0.2118561606310024,"score_spread":0.2051198567107582,"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."}}