{"id":"W4414013076","doi":"10.1016/j.ijft.2025.101404","title":"Axial bent fins for the phase-change heat transfer enhancement in triplex-tube ice storage systems","year":2025,"lang":"en","type":"article","venue":"International Journal of Thermofluids","topic":"Phase Change Materials Research","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Sherbrooke","funders":"","keywords":"Tube (container); Bent molecular geometry; Heat transfer enhancement; Materials science; Heat transfer; Phase change; Mechanics; Thermodynamics; Composite material; Physics; Heat transfer coefficient","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":[0.000125033,0.000207383,0.0002028266,0.0001163422,0.0001865914,0.0002603887,0.0002958254,0.0002296777,0.001022478],"category_scores_gemma":[0.0001516321,0.0001052391,0.0002481508,0.0001150002,0.0001981946,0.0002407602,0.0002466473,0.0002160499,0.0001867393],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002254722,"about_ca_system_score_gemma":0.0002342919,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008586114,"about_ca_topic_score_gemma":0.001373447,"domain_scores_codex":[0.9999698,0.000002985568,0.000001244819,0.000005488808,0.00001296838,0.000007497812],"domain_scores_gemma":[0.9999589,0.00001044127,0.00001001236,0.000005037272,0.00001026074,0.000005380117],"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":[0.0004098618,0.00009984328,0.003727208,0.000567266,0.00003405492,0.0006505079,0.0001708253,0.2974209,0.648286,0.005251241,0.0007398325,0.0426426],"study_design_scores_gemma":[0.00005552025,0.001705166,0.006758934,0.00008534252,0.00004695573,0.0003811852,0.0002508978,0.6773354,0.3019445,0.001758078,0.009616158,0.00006198458],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.929498,0.001234762,0.061936,0.0001314847,0.0001429439,0.0000538755,0.0002067285,0.0002291233,0.006567081],"genre_scores_gemma":[0.9876802,0.000260435,0.01110678,0.00001185819,0.00000308035,0.00002054794,0.00004801134,0.00001004423,0.0008591729],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001022478,"threshold_uncertainty_score":0.003420591,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05834909877127804,"score_gpt":0.3493577855021908,"score_spread":0.2910086867309127,"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."}}