{"id":"W4205101489","doi":"10.1115/1.4053486","title":"Transient Operation of Sensible Fixed-Bed Regenerators","year":2022,"lang":"en","type":"article","venue":"Journal of Thermal Science and Engineering Applications","topic":"Adsorption and Cooling Systems","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Transient (computer programming); ASHRAE 90.1; HVAC; Nuclear engineering; Steady state (chemistry); Air conditioning; Heat exchanger; Environmental science; Ventilation (architecture); Mechanics; Materials science; Thermodynamics; Mechanical engineering; Computer science; Engineering; Chemistry; Physics; Meteorology","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":[0.0006641886,0.0003424649,0.000477973,0.000358625,0.0003239222,0.0004333364,0.0006558038,0.0004257831,0.001132044],"category_scores_gemma":[0.0009717413,0.0001739195,0.0003625806,0.0002929614,0.0004080361,0.0005716335,0.0002911537,0.000383891,0.0002707601],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004887513,"about_ca_system_score_gemma":0.0001640235,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005510894,"about_ca_topic_score_gemma":0.0005033581,"domain_scores_codex":[0.9994476,0.00008523849,0.00003618623,0.0001218076,0.0002149627,0.00009409431],"domain_scores_gemma":[0.9993672,0.000233466,0.00009050304,0.00008768728,0.0001832784,0.00003787389],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001594448,0.000137596,0.004441443,0.0003982977,0.0000276535,0.0003448643,0.000413876,0.006361584,0.960672,0.0004562644,0.0004532125,0.02469886],"study_design_scores_gemma":[0.00001613536,0.001183632,0.009461144,0.00001798651,0.00002035173,0.0001387511,0.0001529351,0.02004461,0.9676998,0.00009852173,0.001142454,0.00002380361],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9913084,0.0007837755,0.006237345,0.00004275526,0.00003590979,0.00002532342,0.0001502993,0.0002297189,0.001186555],"genre_scores_gemma":[0.9990051,0.00005765575,0.0005665735,0.00000895846,0.000002063395,0.000008191547,0.00005003929,0.000008199284,0.000293229],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001132044,"threshold_uncertainty_score":0.003787041,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0063476943172056,"score_gpt":0.196978528560905,"score_spread":0.1906308342436994,"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."}}