{"id":"W2998294382","doi":"10.1016/j.jobe.2019.101140","title":"Towards a methodological approach to builder specific, preconstruction airtightness estimates for light-framed, detached, low-rise residential buildings in Canada","year":2019,"lang":"en","type":"article","venue":"Journal of Building Engineering","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Metropolitan University; University of Toronto","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Engineering; Enclosure; Leakage (economics); Energy consumption; Architectural engineering; Air change; Civil engineering; Marine engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002869102,0.0006355264,0.0006902497,0.002055298,0.001170157,0.003513344,0.003159115,0.0009646349,0.001499713],"category_scores_gemma":[0.009175391,0.0007236721,0.0007237032,0.00186116,0.001143223,0.001255516,0.001777275,0.001583313,0.0002423636],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006641648,"about_ca_system_score_gemma":0.0138163,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.7951706,"about_ca_topic_score_gemma":0.8461036,"domain_scores_codex":[0.9991411,0.0001759265,0.00006231546,0.0002292214,0.0002783181,0.0001130522],"domain_scores_gemma":[0.9977033,0.000624883,0.0001895063,0.0002121628,0.001203905,0.00006636014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0000506692,0.0001049088,0.01955391,0.0001461922,0.0001039362,0.00007418076,0.0005192065,0.8732616,0.005224136,0.02299068,0.001358106,0.07661253],"study_design_scores_gemma":[0.00001025702,0.00001330294,0.01095199,0.00004392273,0.00001934607,0.00001367331,0.0003824892,0.97746,0.002055603,0.006385493,0.002632543,0.00003130394],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.06312522,0.0002801685,0.9323802,0.000390722,0.00001826137,0.0001064815,0.0007771215,0.0002654073,0.002656305],"genre_scores_gemma":[0.5534247,0.0003603521,0.4413528,0.0001090029,0.00002867727,0.0001564569,0.00149019,0.0001996773,0.002878238],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.2048294,"threshold_uncertainty_score":0.4120713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01548877024819514,"score_gpt":0.2267966023416287,"score_spread":0.2113078320934336,"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."}}