{"id":"W4328051289","doi":"10.1016/j.ijheatmasstransfer.2023.124105","title":"On the absorption rate of membrane-based adiabatic sorber beds: An analytical approach","year":2023,"lang":"en","type":"article","venue":"International Journal of Heat and Mass Transfer","topic":"Adsorption and Cooling Systems","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Pacific Institute for Climate Solutions; Simon Fraser University","funders":"Western Economic Diversification Canada; British Columbia Knowledge Development Fund; Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation; Simon Fraser University; Pacific Institute for Climate Solutions","keywords":"Adiabatic process; Materials science; Hollow fiber membrane; Absorption (acoustics); Mass transfer; Membrane; Parametric statistics; Mechanics; Laplace transform; Heat exchanger; Heat transfer; Thermodynamics; Fiber; Composite material; Chemistry; Physics; Mathematics","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":[0.0004017248,0.000080286,0.0001359795,0.0001812413,0.00001812248,0.00002951407,0.0001336754,0.00004347037,0.00006477733],"category_scores_gemma":[0.00001400326,0.00005380555,0.00008563002,0.00009089367,0.00003148903,0.00008993001,0.000001973412,0.0001385957,0.000007816159],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002089476,"about_ca_system_score_gemma":0.00001683682,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000348028,"about_ca_topic_score_gemma":0.000001574994,"domain_scores_codex":[0.9992697,0.00005236057,0.0002892401,0.0000595034,0.0002443311,0.00008488436],"domain_scores_gemma":[0.9996457,0.0001190961,0.00001460043,0.00006156554,0.0001052994,0.0000537848],"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":[0.0006621259,0.0002419051,0.001048389,0.0002688181,0.0009054709,0.00005950457,0.001498025,0.8390785,0.1033896,0.04859885,0.001653056,0.002595707],"study_design_scores_gemma":[0.001299703,0.0001646143,0.002056586,0.0001824435,0.00005921055,0.00003462836,0.0002494599,0.9826258,0.01111518,0.001254399,0.0008167349,0.0001412609],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9508808,0.00004222649,0.04713339,0.0006610275,0.0004070048,0.00006679264,0.00001094108,0.00003102289,0.0007668231],"genre_scores_gemma":[0.9995657,0.00006298834,0.00004421541,0.0001205197,0.0001278897,0.000003217318,0.000007747318,0.00001285501,0.00005490047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1435472,"threshold_uncertainty_score":0.2194127,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02305713731327668,"score_gpt":0.2501180005182003,"score_spread":0.2270608632049236,"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."}}