{"id":"W7090771251","doi":"10.1016/j.enbuild.2025.116575","title":"Simultaneously estimating functional forms for thermal conductivity and vapor resistance factor of wall insulation in situ by inverse problem","year":2025,"lang":"en","type":"article","venue":"Energy and Buildings","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Natural Sciences and Engineering Research Council of Canada; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Moisture; Thermal conductivity; Datasheet; Inverse; Relative humidity; Water vapor; Humidity; Conductivity; In situ","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":[0.0007807308,0.0008880245,0.0004954675,0.0004289958,0.0002123276,0.0007576058,0.0005043318,0.0008714031,0.0005200977],"category_scores_gemma":[0.001900757,0.0003719727,0.001004571,0.0002511444,0.0005774873,0.0007417946,0.0005819078,0.0005715368,0.0002038343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003649914,"about_ca_system_score_gemma":0.0008325324,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005240395,"about_ca_topic_score_gemma":0.003862465,"domain_scores_codex":[0.9996598,0.0001030303,0.0000134797,0.0001157533,0.00008163972,0.00002639398],"domain_scores_gemma":[0.9994148,0.0003767736,0.00006079037,0.00005032835,0.00008770693,0.000009713842],"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":[0.00009609601,0.0001084274,0.004877467,0.0003465355,0.00009387558,0.0001721263,0.0001942708,0.839101,0.07747278,0.004689639,0.0003187621,0.07252897],"study_design_scores_gemma":[0.000003457922,0.00002121736,0.0007767851,0.000004586825,0.00001052997,0.00004078644,0.00002312527,0.9895075,0.008515445,0.0008690691,0.0002160998,0.00001139911],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08654754,0.00007192697,0.9121354,0.00004869599,0.000007386184,0.0000326163,0.00005809707,0.00014657,0.0009518105],"genre_scores_gemma":[0.68321,0.0002256827,0.314211,0.00003325142,0.00001282754,0.0001618192,0.0002457257,0.00006852509,0.001831322],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005240395,"threshold_uncertainty_score":0.01041979,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00957883897910196,"score_gpt":0.2041469943812823,"score_spread":0.1945681554021804,"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."}}