{"id":"W4410196381","doi":"10.1016/j.icheatmasstransfer.2025.109041","title":"Augmenting solidification dynamics in double-pipe latent heat storage: Exploring optimized curved fin configurations","year":2025,"lang":"en","type":"article","venue":"International Communications in Heat and Mass Transfer","topic":"Phase Change Materials Research","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":false,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Fin; Mechanics; Latent heat; Materials science; Annular fin; Dynamics (music); Heat transfer; Thermodynamics; Physics; Heat transfer coefficient; Composite material","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001011026,0.0002825643,0.0002362709,0.0001693444,0.0002334577,0.0005604418,0.0003827394,0.0003678002,0.003774103],"category_scores_gemma":[0.0003391345,0.0001936588,0.0002087129,0.0001998956,0.0003465454,0.0006966807,0.0005060146,0.0002615392,0.000337384],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001941952,"about_ca_system_score_gemma":0.0003352322,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007783808,"about_ca_topic_score_gemma":0.001492291,"domain_scores_codex":[0.9999751,0.000003229168,8.193867e-7,0.000005495767,0.000004991132,0.00001038045],"domain_scores_gemma":[0.9999143,0.00004321986,0.00001003616,0.00001088598,0.0000109446,0.00001066626],"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":[0.0005491308,0.0001789919,0.002341908,0.0001758495,0.00001942367,0.0002557054,0.0001382158,0.7993692,0.1575723,0.005499041,0.0003964503,0.0335038],"study_design_scores_gemma":[0.00002511572,0.0002670745,0.0007655182,0.00001016902,0.00001003527,0.000034264,0.00008885524,0.9688144,0.02769434,0.001555257,0.0007167202,0.00001829867],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9551413,0.0001781218,0.03611034,0.00008018021,0.00002253956,0.00001614145,0.00007357806,0.0002996965,0.008078168],"genre_scores_gemma":[0.9966509,0.00003739565,0.002640591,0.00000460709,0.000001144201,0.000005632035,0.00001843235,0.00001660159,0.0006247263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003774103,"threshold_uncertainty_score":0.01262563,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1155670554498576,"score_gpt":0.3373447143572325,"score_spread":0.2217776589073749,"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."}}