{"id":"W4382395623","doi":"10.1080/19942060.2023.2227682","title":"Comprehensive analysis of melting enhancement by circular Y-shaped fins in a vertical shell-and-tube heat storage system","year":2023,"lang":"en","type":"article","venue":"Engineering Applications of Computational Fluid Mechanics","topic":"Phase Change Materials Research","field":"Engineering","cited_by":48,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"Engineering and Physical Sciences Research Council","keywords":"Phase-change material; Materials science; Annulus (botany); Mechanics; Reynolds number; Fin; Working fluid; Tube (container); Heat transfer; Heat transfer enhancement; Thermal conduction; Thermal energy storage; Thermal; Thermodynamics; Heat transfer coefficient; Composite material; Turbulence; Physics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002391494,0.000149519,0.0003928793,0.0007394216,0.00002886708,0.00001440523,0.0001632044,0.00006856773,0.00001082749],"category_scores_gemma":[0.00002524972,0.0001841432,0.0000694298,0.001773466,0.00001363493,0.00004970376,0.00007288555,0.00009658252,0.000008722281],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001467124,"about_ca_system_score_gemma":0.00001969567,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001612309,"about_ca_topic_score_gemma":9.454989e-7,"domain_scores_codex":[0.9987532,0.00002354078,0.0004383393,0.0002080431,0.0003494009,0.0002274464],"domain_scores_gemma":[0.9992827,0.0002849594,0.00002192448,0.0002068008,0.0001285119,0.00007512538],"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":[0.000002575084,0.00001744281,0.000003609352,0.0003705864,0.0001794457,9.765918e-7,0.00009464051,0.6133868,0.3834467,0.002393035,0.0000233693,0.00008082558],"study_design_scores_gemma":[0.0002312298,0.00001598208,0.0002088691,0.00005396929,0.00007636525,0.000001244089,0.00008639676,0.9660016,0.03297506,0.00007590428,0.0001469853,0.0001263686],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4897767,0.0003282676,0.5093271,0.00002235761,0.00003444514,0.0002648242,0.0001057284,0.0001341934,0.00000635896],"genre_scores_gemma":[0.9969816,0.00006622664,0.00230555,0.000003459861,0.00001557672,0.0002484392,0.0003463055,0.00003061176,0.000002256443],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5072048,"threshold_uncertainty_score":0.7509143,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01563000399803387,"score_gpt":0.2570761197454601,"score_spread":0.2414461157474262,"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."}}