{"id":"W4385597895","doi":"10.1016/j.buildenv.2023.110705","title":"Investigating the impact of construction workmanship defects on the hygrothermal performance and airtightness of lightweight-structure wooden envelope systems","year":2023,"lang":"en","type":"article","venue":"Building and Environment","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Natural Sciences and Engineering Research Council of Canada","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Workmanship; Building envelope; Structural engineering; Envelope (radar); Materials science; Engineering; Environmental science; Composite material; Aerospace engineering; Thermal; Meteorology","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":[0.0003422851,0.0002212701,0.0001729372,0.000279195,0.0002238691,0.0002893396,0.0002815204,0.0002927403,0.001579435],"category_scores_gemma":[0.0007934149,0.0001256544,0.0002612122,0.000239956,0.000320653,0.0004734929,0.0002744552,0.0002013504,0.0002341501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002310731,"about_ca_system_score_gemma":0.0001237331,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00180124,"about_ca_topic_score_gemma":0.001858247,"domain_scores_codex":[0.9997602,0.00002868603,0.00001323749,0.00004557659,0.00008604246,0.00006629877],"domain_scores_gemma":[0.9993345,0.0002396862,0.0001620929,0.0000601277,0.0001605772,0.0000428833],"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":[0.001574297,0.0003157435,0.03303207,0.00009236647,0.00003349372,0.0002383666,0.0002329612,0.01160014,0.9392168,0.0001072802,0.00007776346,0.01347869],"study_design_scores_gemma":[0.0000124587,0.002742953,0.1249369,0.000006093151,0.00004956137,0.0001670796,0.0004151117,0.01918201,0.8520623,0.00004540528,0.0003553114,0.00002478524],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996949,0.00001757754,0.0001572295,0.0000014425,9.142159e-7,0.000001594039,0.00001704268,0.000002863325,0.0001063778],"genre_scores_gemma":[0.9997129,0.0000112558,0.00008058337,9.935687e-7,4.659851e-7,0.000001048119,0.00002769127,0.000002401429,0.0001626125],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00180124,"threshold_uncertainty_score":0.005283713,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01501241796173914,"score_gpt":0.1959614410409427,"score_spread":0.1809490230792035,"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."}}