{"id":"W4210589301","doi":"10.1016/j.buildenv.2022.108845","title":"Investigation of coupled vapor and heat transport in hygroscopic material during adsorption and desorption","year":2022,"lang":"en","type":"article","venue":"Building and Environment","topic":"Hygrothermal properties of building materials","field":"Engineering","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"Paul Scherrer Institut; Eidgenössische Technische Hochschule Zürich","keywords":"Desorption; Water vapor; Moisture; Materials science; Sorption; Adsorption; Thermodynamics; Water content; Thermal conductivity; Latent heat; Thermal diffusivity; Chemistry; Composite material; Organic chemistry; Geotechnical engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001848147,0.00009634132,0.0001424302,0.00006689998,0.00005329381,0.00001145653,0.00002779361,0.00003053382,0.00006674865],"category_scores_gemma":[0.000001351938,0.0001058686,0.00000807266,0.00002342586,0.00004827066,0.00008367065,0.00003877676,0.00005446331,3.133185e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006571273,"about_ca_system_score_gemma":0.000001899048,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008574834,"about_ca_topic_score_gemma":0.000001755054,"domain_scores_codex":[0.9994142,0.00002754579,0.0001995335,0.0001471747,0.00009526817,0.0001163007],"domain_scores_gemma":[0.9998699,0.000006686172,0.00002122935,0.00006429346,9.704009e-7,0.00003685333],"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":[0.00003001587,0.000004342222,0.01491429,0.0001664442,0.000005801681,0.000001375491,0.0003681101,0.03539428,0.9489022,0.000008848059,5.953801e-7,0.0002036353],"study_design_scores_gemma":[0.001246062,0.0001408226,0.4586071,0.0001078944,0.00002648996,0.00002365932,0.0001207427,0.01878878,0.5203813,0.0002149043,0.00006270687,0.0002794978],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992755,0.0003117907,0.0000887616,0.00002699412,0.00007973425,0.0001696525,0.00001069031,0.00003367967,0.000003219219],"genre_scores_gemma":[0.9990145,0.0003948993,0.0004897574,0.000006085329,0.00001630442,0.00004574267,0.000007240693,0.0000191548,0.000006326152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4436928,"threshold_uncertainty_score":0.4317198,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00931206173716614,"score_gpt":0.1693654309008157,"score_spread":0.1600533691636495,"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."}}