{"id":"W4391424891","doi":"10.1007/978-3-031-35471-7_38","title":"Performance of VIP Insulated Building Envelope in Extreme Cold Climate","year":2024,"lang":"en","type":"book-chapter","venue":"Lecture notes in civil engineering","topic":"Aerogels and thermal insulation","field":"Chemistry","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Yukon University; University of Victoria","funders":"","keywords":"Building envelope; Cold climate; Envelope (radar); Environmental science; Architectural engineering; Meteorology; Aerospace engineering; Engineering; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0001743866,0.0002745879,0.0003982425,0.0001440479,0.0003224682,0.0004384339,0.0004228181,0.0003924896,0.002347166],"category_scores_gemma":[0.0002604006,0.0000917591,0.0002522276,0.0001709073,0.0002577512,0.0003645157,0.0003374989,0.0002360145,0.0006639033],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002024257,"about_ca_system_score_gemma":0.0001243021,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004892439,"about_ca_topic_score_gemma":0.0003301751,"domain_scores_codex":[0.9998556,0.00001661678,0.000004310538,0.00002196944,0.00005275882,0.00004864377],"domain_scores_gemma":[0.9998533,0.00003644642,0.00001554209,0.00002555739,0.00004464759,0.00002457636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002119457,0.00008715122,0.002798994,0.0001281132,0.00003466967,0.0003430487,0.0002249723,0.0457537,0.9315109,0.0005232535,0.0007220433,0.01575363],"study_design_scores_gemma":[0.00002305309,0.001869329,0.01759516,0.00003530112,0.00004635176,0.0002708806,0.0002846447,0.03466335,0.9417944,0.0002079637,0.003182221,0.00002736019],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995407,0.0002052306,0.00140369,0.00001719577,0.00002479234,0.000003238241,0.0001478407,0.00006652628,0.002724636],"genre_scores_gemma":[0.9978006,0.0000710622,0.0001853214,0.000005033634,0.000002139137,0.000001768148,0.000124939,0.00001763696,0.0017915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002347166,"threshold_uncertainty_score":0.007852077,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01848481689351381,"score_gpt":0.2061677416134089,"score_spread":0.1876829247198951,"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."}}