{"id":"W2928619856","doi":"10.11159/enfht19.140","title":"Transient Behaviour of Heat Exchangers Under Inlet Perturbations","year":2019,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Momentum, Heat and Mass Transfer","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor","funders":"Natural Sciences and Engineering Research Council of Canada; University of Windsor","keywords":"Heat exchanger; Transient (computer programming); Inlet; Mechanics; Transient analysis; Materials science; Environmental science; Thermodynamics; Physics; Computer science; Mechanical engineering; Transient response; Engineering; Electrical 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005558543,0.0002665381,0.0004988757,0.0002084452,0.0002706494,0.0005254378,0.0003504964,0.0003720066,0.001908408],"category_scores_gemma":[0.001286674,0.0001709476,0.0002818244,0.0001723928,0.0004505444,0.0005504274,0.0003355596,0.0004630348,0.0002986521],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003184555,"about_ca_system_score_gemma":0.0001851699,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004454519,"about_ca_topic_score_gemma":0.0002648318,"domain_scores_codex":[0.9996383,0.00004891894,0.00002155602,0.00007615631,0.0001229123,0.00009216161],"domain_scores_gemma":[0.9994195,0.0002904885,0.00007163271,0.0000772365,0.000106584,0.00003463724],"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":[0.000899478,0.0000778565,0.00188842,0.0001330255,0.0000212106,0.0001103482,0.0001291204,0.009486027,0.9808358,0.0002332495,0.0001045351,0.006080992],"study_design_scores_gemma":[0.00002071749,0.0007774627,0.009223705,0.000007973841,0.00001619325,0.00008591619,0.00008615126,0.05822976,0.9306871,0.0001379236,0.0007077502,0.00001931026],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9819546,0.0002782922,0.01646947,0.00004480067,0.00003465151,0.0000401025,0.0001085594,0.0003478416,0.0007218146],"genre_scores_gemma":[0.9981725,0.00005340468,0.001116506,0.00001751101,0.000004424582,0.00002249953,0.0000716435,0.00002241767,0.0005191613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001908408,"threshold_uncertainty_score":0.006384313,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00923731038781291,"score_gpt":0.205443760593105,"score_spread":0.1962064502052921,"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."}}