{"id":"W2958507418","doi":"10.1139/cjce-2019-0223","title":"Effect of rain leakage on hygrothermal performance of highly insulated wood-framed walls: a stochastic approach","year":2019,"lang":"en","type":"article","venue":"Canadian Journal of Civil Engineering","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Rainwater harvesting; Moisture; Infiltration (HVAC); Building envelope; Environmental science; Leakage (economics); Materials science; Composite material; Meteorology; Thermal","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006660218,0.000269402,0.000650259,0.0005537468,0.00001909516,0.00002418769,0.0003779918,0.0001337412,0.0001342429],"category_scores_gemma":[0.000129299,0.0002422123,0.0001298768,0.0002166413,0.00003811315,0.0001979404,0.00001195565,0.0003386426,0.00001233054],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001724051,"about_ca_system_score_gemma":0.0001146609,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001685887,"about_ca_topic_score_gemma":0.0001039392,"domain_scores_codex":[0.9985665,0.00004614268,0.0006163439,0.0001154624,0.0002388519,0.0004167133],"domain_scores_gemma":[0.9991086,0.0001087606,0.0001651543,0.0002583637,0.0000738645,0.000285319],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006569237,0.000005042018,0.00009780347,0.0008834115,0.0001042705,0.000007231508,0.0002980288,0.7617795,0.2363764,0.00001344156,0.00002155148,0.0003476376],"study_design_scores_gemma":[0.003240898,0.002812292,0.004368348,0.00340716,0.0001156758,0.0001439571,0.00002478291,0.6381459,0.3465401,0.000003790559,0.0003943325,0.0008027621],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965832,0.0003665879,0.001247845,0.000006927894,0.000575456,0.0002861577,0.00001438783,0.00003866692,0.0008807348],"genre_scores_gemma":[0.9995951,0.000007719696,0.0001645495,0.000007656836,0.00008879322,0.000005262523,0.000001399393,0.00009890145,0.00003060283],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1236336,"threshold_uncertainty_score":0.9877132,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00465130872286066,"score_gpt":0.1656275725365581,"score_spread":0.1609762638136975,"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."}}