{"id":"W3177896152","doi":"10.11159/jffhmt.2021.022","title":"A Transient Response Comparison of a Conventional and a Meso Heat Exchanger under Mass Flow and Temperature Step Changes","year":2021,"lang":"en","type":"article","venue":"Journal of Fluid Flow Heat and Mass Transfer","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":5,"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); Mechanics; Flow (mathematics); Thermodynamics; Materials science; Mass flow; Heat flow; Environmental science; Computer science; Physics; Thermal","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0005291521,0.0002867884,0.0003730875,0.000310466,0.0002092152,0.000293928,0.0003191272,0.0004298917,0.001650825],"category_scores_gemma":[0.0008213964,0.0001558676,0.0003544752,0.0002253884,0.0003904553,0.0004305366,0.0002565927,0.0003590547,0.0002135147],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001797325,"about_ca_system_score_gemma":0.0001345234,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003509802,"about_ca_topic_score_gemma":0.0003111627,"domain_scores_codex":[0.9996773,0.00005028313,0.0000234614,0.00006747324,0.0001116863,0.00006984051],"domain_scores_gemma":[0.9994776,0.0002069563,0.00007411183,0.00008641395,0.0001159177,0.00003902091],"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":[0.001947796,0.0001776783,0.002309713,0.0001574765,0.0000236017,0.00008391758,0.0001184916,0.005443398,0.9826168,0.0001662527,0.0001076528,0.00684724],"study_design_scores_gemma":[0.00003878679,0.00362063,0.01418955,0.000009399804,0.00003060102,0.00008272701,0.0001495804,0.03537617,0.9457521,0.00006834666,0.0006562403,0.00002595642],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951439,0.0001602131,0.0039235,0.00001901592,0.00002753265,0.0000197295,0.00007947002,0.00007152578,0.0005552226],"genre_scores_gemma":[0.998696,0.0000526337,0.0007509727,0.00000916374,0.000004711496,0.0000119687,0.00004849269,0.000006806822,0.0004191702],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001650825,"threshold_uncertainty_score":0.00552249,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01436549404491384,"score_gpt":0.2344831285787503,"score_spread":0.2201176345338365,"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."}}