{"id":"W4402438674","doi":"10.11159/htff24.276","title":"Heat Transfer Rate Intensification Using Kite Vortex Generator with Punched Hole","year":2024,"lang":"en","type":"article","venue":"Proceedings of the World Congress on Mechanical, Chemical, and Material Engineering","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Universiti Teknologi Malaysia","keywords":"Kite; Vortex generator; Heat transfer; Generator (circuit theory); Vortex; Marine engineering; Environmental science; Materials science; Mechanics; Physics; Engineering; Thermodynamics; Mathematics; Geometry; Power (physics)","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001385387,0.0002554439,0.0002712882,0.0001153898,0.00004309884,0.0001832247,0.0001559847,0.00009406218,0.00001973753],"category_scores_gemma":[0.00001505809,0.0001881096,0.00005984519,0.0003224697,0.00003888639,0.0001997777,0.00002368676,0.0001968119,0.00000100509],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000511722,"about_ca_system_score_gemma":0.00001012239,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000033718,"about_ca_topic_score_gemma":7.861188e-7,"domain_scores_codex":[0.9990368,0.000003585652,0.0002904756,0.0002732338,0.0001505568,0.0002453247],"domain_scores_gemma":[0.9996918,0.00002679961,0.000005026532,0.0001008604,0.0000815125,0.00009394524],"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":[0.00004805114,0.00001014044,0.000001082358,0.0005832052,0.00005438785,8.506643e-7,0.00001798558,0.01103055,0.9856198,0.00245813,0.00007093701,0.0001048781],"study_design_scores_gemma":[0.0001795325,0.00001763301,0.000002091794,0.0004605789,0.00006051399,0.000005662101,0.00001109243,0.2711568,0.727497,0.00002136006,0.0004174327,0.0001702312],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973588,0.00003766586,0.0006928364,0.0001243178,0.001077344,0.0002574255,0.00002183012,0.0003539594,0.0000758085],"genre_scores_gemma":[0.998262,0.00008339595,0.00129398,0.00003303915,0.0001841199,0.00003163068,0.000005731064,0.00007876357,0.00002733571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2601263,"threshold_uncertainty_score":0.7670885,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008468445408873029,"score_gpt":0.1934470172439596,"score_spread":0.1849785718350866,"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."}}