{"id":"W4311356897","doi":"10.18280/mmep.090532","title":"Augmentation of Plate-Fin Heat Exchanger Performance with Support of Various Types of Fin Configurations","year":2022,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Heat transfer; Nusselt number; Laminar flow; Mechanics; Fin; Heat transfer coefficient; Heat exchanger; Plate fin heat exchanger; Materials science; Annular fin; Micro heat exchanger; Heat transfer enhancement; Heat sink; Plate heat exchanger; Thermodynamics; Turbulence; Reynolds number; Physics; Composite material","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001750513,0.0003264694,0.000178272,0.0002110733,0.0001587706,0.0003200968,0.0004344242,0.0002574965,0.002560571],"category_scores_gemma":[0.000352064,0.0001072988,0.0002044482,0.0001792269,0.0001369736,0.0004016583,0.0002381931,0.0001907955,0.0002641386],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001102341,"about_ca_system_score_gemma":0.0001256627,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003398797,"about_ca_topic_score_gemma":0.0006127304,"domain_scores_codex":[0.9999228,0.000007768263,0.000005611398,0.0000201065,0.00002635235,0.00001742121],"domain_scores_gemma":[0.9998158,0.00005560779,0.00002921624,0.00002697998,0.00005648699,0.00001595142],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001394377,0.0003049546,0.01393317,0.0004952184,0.0000583175,0.0003162939,0.0001185063,0.07416544,0.8312631,0.001369486,0.0005952522,0.07598586],"study_design_scores_gemma":[0.00007590646,0.002629606,0.03897853,0.00003808933,0.0001335836,0.0004951768,0.0001415738,0.1543974,0.7981756,0.000430195,0.004431034,0.00007335164],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9876099,0.0002322456,0.008314287,0.00001891587,0.00002297513,0.0000120464,0.00009434295,0.0002203946,0.003474845],"genre_scores_gemma":[0.9949521,0.00005249522,0.004253673,0.000004918631,0.000002880057,0.000006298558,0.00007064401,0.00001099369,0.0006460559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002560571,"threshold_uncertainty_score":0.008566022,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01704801553524484,"score_gpt":0.1905954538040253,"score_spread":0.1735474382687804,"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."}}