{"id":"W3146895599","doi":"10.1016/j.jclepro.2021.126840","title":"Energy code effectiveness on GHG emission mitigation for single-family houses in Canada","year":2021,"lang":"en","type":"article","venue":"Journal of Cleaner Production","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria; British Columbia Institute of Technology","funders":"","keywords":"Greenhouse gas; Passive house; Building code; Efficient energy use; Enforcement; Environmental science; Environmental economics; Emission intensity; Business; Engineering; Architectural engineering; Economics; 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":[0.0006968961,0.0002110538,0.0003402173,0.0007151138,0.001598535,0.001537115,0.0009915914,0.0004026677,0.003140241],"category_scores_gemma":[0.00277547,0.0001629818,0.0005034625,0.00115906,0.0006202804,0.0004308427,0.0005781168,0.0004707542,0.0001609124],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.05101109,"about_ca_system_score_gemma":0.04900777,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9943422,"about_ca_topic_score_gemma":0.9979283,"domain_scores_codex":[0.9988196,0.0001396923,0.0000213219,0.00007898901,0.0004815692,0.0004588194],"domain_scores_gemma":[0.9977271,0.0003139393,0.0001041991,0.00005649912,0.001529388,0.0002688104],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003482863,0.0009156059,0.443289,0.0005971933,0.0005646767,0.0009598932,0.002308217,0.1887358,0.01277885,0.03557442,0.0509651,0.2598284],"study_design_scores_gemma":[0.0001395853,0.0003573749,0.874428,0.0001351339,0.0002462105,0.0001014873,0.007957919,0.07696441,0.006076917,0.001478605,0.03202061,0.00009383781],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9749393,0.000566772,0.0008658794,0.001182389,0.00003424095,0.00005068666,0.00184578,0.00009209936,0.02042273],"genre_scores_gemma":[0.9929587,0.000181357,0.000515799,0.0001001714,0.000002263756,0.000008684437,0.0003870215,0.00002019132,0.005825901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05101109,"threshold_uncertainty_score":0.3701131,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01070598692202618,"score_gpt":0.1959211479663579,"score_spread":0.1852151610443317,"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."}}