{"id":"W4221042803","doi":"10.1016/j.enbuild.2022.112015","title":"Modelling condensation in energy exchangers with variable permeability membranes","year":2022,"lang":"en","type":"article","venue":"Energy and Buildings","topic":"Adsorption and Cooling Systems","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Condensation; Permeability (electromagnetism); Heat exchanger; Membrane; Thermodynamics; Membrane permeability; Materials science; Chemistry; Mechanics; Chemical engineering; Physics; Engineering","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001493634,0.00009122211,0.0001129533,0.00008447734,0.00009775782,0.00001896204,0.0000537491,0.00003441739,0.0001018801],"category_scores_gemma":[0.000001718262,0.00009031542,0.00001343777,0.000185217,0.00001717499,0.00008481734,0.00002022975,0.00007220152,2.034779e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005230425,"about_ca_system_score_gemma":0.00001030107,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00071752,"about_ca_topic_score_gemma":0.00004999558,"domain_scores_codex":[0.9994382,0.0000306669,0.0001205713,0.0001533585,0.0001158218,0.000141383],"domain_scores_gemma":[0.9998235,0.00002500578,0.00002042504,0.00008402896,0.00001286902,0.00003413502],"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":[0.00001804677,0.000009228927,0.000139453,0.00002722758,0.000008633951,0.000002542944,0.0003637948,0.9712827,0.001901887,0.02583241,0.00003288727,0.0003812408],"study_design_scores_gemma":[0.0002884917,0.00002722252,0.00001108358,0.00001560803,0.000005027796,0.00002045886,0.0002811119,0.9414447,0.001063218,0.001277627,0.0554104,0.0001550288],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8590297,0.0009583009,0.1376239,0.0000336758,0.0001750171,0.00003288784,0.000003563371,0.000163842,0.001979076],"genre_scores_gemma":[0.998726,0.00009583723,0.0004003216,0.00007518446,0.00004169988,0.00005494131,0.000009100545,0.00001680943,0.0005801312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1396963,"threshold_uncertainty_score":0.3682956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008563572742640722,"score_gpt":0.1721176920618168,"score_spread":0.1635541193191761,"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."}}