{"id":"W1755645467","doi":"10.3968/j.est.1923847920120302.378","title":"Experimental Study of Forced Convection over Equilateral Triangle Helical Coiled Tubes","year":2012,"lang":"en","type":"article","venue":"Energy science and technology","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nusselt number; Equilateral triangle; Reynolds number; Electromagnetic coil; Materials science; Mechanics; Tube (container); Heat flux; Heat transfer; Geometry; Physics; Composite material; Mathematics; Turbulence","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":[0.0001679463,0.00007993449,0.0001389839,0.0002833696,0.00006169717,0.000008795517,0.0001268688,0.00008294838,0.00003226168],"category_scores_gemma":[0.00001250017,0.00007241611,0.00001084433,0.0005315869,0.0001935446,0.0002234165,0.00004169413,0.00006109302,0.000001897647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003926795,"about_ca_system_score_gemma":0.00001275706,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003411324,"about_ca_topic_score_gemma":0.000009939565,"domain_scores_codex":[0.9993043,0.000008381206,0.0001310312,0.0001299175,0.0001548104,0.0002715821],"domain_scores_gemma":[0.9997688,0.000009789236,0.000005084075,0.0001338668,0.00002474062,0.00005774564],"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":[0.000004759084,0.0001167705,0.000693469,0.000001813766,0.000007092763,0.000001031825,0.0004006072,0.00001919059,0.9722993,0.02538498,0.000008282867,0.001062709],"study_design_scores_gemma":[0.0006175337,0.0004546787,0.0003443872,0.00000326778,0.000004485934,0.00001335969,0.0007686294,0.002257331,0.9951037,0.0001323857,0.0002183639,0.00008185281],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976195,0.0001727752,0.001127796,0.00001905401,0.0003014596,0.00007302022,6.504285e-7,0.0001935874,0.0004921273],"genre_scores_gemma":[0.9998338,0.000004792734,0.00007437044,0.00001196099,0.00002221677,0.00002925933,3.440076e-7,0.000007837944,0.00001546814],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0252526,"threshold_uncertainty_score":0.2953043,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01006834152238562,"score_gpt":0.2372849378845342,"score_spread":0.2272165963621486,"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."}}