{"id":"W4303685875","doi":"10.1093/jcde/qwac107","title":"Twisted-fin parametric study to enhance the solidification performance of phase-change material in a shell-and-tube latent heat thermal energy storage system","year":2022,"lang":"en","type":"article","venue":"Journal of Computational Design and Engineering","topic":"Phase Change Materials Research","field":"Engineering","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Fin; Annular fin; Materials science; Latent heat; Thermal energy storage; Heat transfer; Mechanics; Phase-change material; Thermal conduction; Thermodynamics; Thermal; Heat transfer coefficient; Composite material; 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":[0.0007950655,0.0001066504,0.0002178223,0.0004011492,0.00005043128,0.00003936627,0.000130257,0.00001638913,0.000008414056],"category_scores_gemma":[0.00001241624,0.0000906503,0.00002112273,0.000339724,0.000008718114,0.0001172931,0.00005317495,0.0001247529,3.05776e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000138176,"about_ca_system_score_gemma":0.00001754002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001620261,"about_ca_topic_score_gemma":3.774668e-7,"domain_scores_codex":[0.998948,0.0001085165,0.0003816122,0.00008468416,0.0003310158,0.0001461423],"domain_scores_gemma":[0.9996223,0.0001461064,0.00005385004,0.00006393711,0.00005588803,0.00005787825],"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":[0.0001440233,0.00007656125,0.00004274255,0.0001063328,0.00003248675,0.00001573444,0.001275669,0.9326301,0.06439602,0.00002170511,0.000008415431,0.001250173],"study_design_scores_gemma":[0.0005649446,0.0005783872,0.005350659,0.00006158365,0.00001192392,0.00007816862,0.0002088899,0.9854345,0.007587104,0.000004728549,0.00002367694,0.00009538364],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9670385,0.0004048752,0.03198718,0.00002679511,0.0002645628,0.0002488894,0.000009038957,0.00001812625,0.000002014128],"genre_scores_gemma":[0.9990301,0.00003779507,0.0007428309,0.000006917832,0.00009747213,0.00006196806,0.000002731543,0.00001894385,0.000001311952],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05680891,"threshold_uncertainty_score":0.3696612,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04084439053015943,"score_gpt":0.2734285288958825,"score_spread":0.2325841383657231,"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."}}