{"id":"W4402538204","doi":"10.1016/j.enbuild.2024.114809","title":"Thermal resiliency of single-family housing stock under extreme hot and cold conditions","year":2024,"lang":"en","type":"article","venue":"Energy and Buildings","topic":"Building Energy and Comfort Optimization","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada; Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"National Research Council Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Extreme Cold; Stock (firearms); Single family; Environmental science; Materials science; Engineering; Geology; Civil engineering; Climatology; Metallurgy","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0005375943,0.0004038438,0.0003155304,0.0005344748,0.0003650377,0.0008354473,0.0004604977,0.0003168913,0.001558909],"category_scores_gemma":[0.0008975814,0.0001376045,0.0004937027,0.0003579023,0.0004249346,0.0006619516,0.0006987852,0.0002060408,0.0001220992],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007726597,"about_ca_system_score_gemma":0.0004533112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009921607,"about_ca_topic_score_gemma":0.01045526,"domain_scores_codex":[0.9997768,0.00004652325,0.000008351657,0.00003742953,0.00005146188,0.00007950234],"domain_scores_gemma":[0.999741,0.00008199758,0.00005391407,0.00002934561,0.00005658732,0.00003719626],"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":[0.0005258123,0.0002212939,0.1697947,0.0001038851,0.0002221573,0.0009141846,0.0004864495,0.7748947,0.0133974,0.004901647,0.0006481718,0.03388966],"study_design_scores_gemma":[0.00001526672,0.0005928773,0.2234498,0.00004028049,0.0001447273,0.000317817,0.002352844,0.7606518,0.007073355,0.004141442,0.001161107,0.00005863103],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9947338,0.00006280482,0.003602573,0.00002849166,0.000005512835,0.00001544468,0.0001105594,0.00001179435,0.00142905],"genre_scores_gemma":[0.9994777,0.00001664056,0.0003147401,0.000001459854,9.661637e-7,0.000004103003,0.00004417101,0.000001856603,0.0001384408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009921607,"threshold_uncertainty_score":0.01972771,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01622415457588037,"score_gpt":0.2038417673927971,"score_spread":0.1876176128169167,"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."}}