{"id":"W3157337102","doi":"10.1080/01430750.2021.1922499","title":"Heat transfer augmentation in a circular tube fitted with tri-partition flow splitters","year":2021,"lang":"en","type":"article","venue":"International Journal of Ambient Energy","topic":"Heat Transfer Mechanisms","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Trinity College","funders":"","keywords":"Nusselt number; Reynolds number; Mechanics; Materials science; Heat transfer; Splitter plate; Splitter; Forced convection; Thermodynamics; Airflow; Fluid dynamics; Computational fluid dynamics; Physics; Optics; Turbulence","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":[0.0001219033,0.0001208778,0.0001667686,0.0002580378,0.00001296242,0.0000480743,0.0001373799,0.00005222551,0.0001975434],"category_scores_gemma":[0.000007114335,0.0001173099,0.00009152204,0.0001894519,0.00001264865,0.0002899133,0.000005215015,0.0001418977,0.000003194236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002857221,"about_ca_system_score_gemma":0.00006197302,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002629521,"about_ca_topic_score_gemma":0.0001022552,"domain_scores_codex":[0.9987304,0.00004728301,0.0004225035,0.0001127384,0.0005340092,0.0001530835],"domain_scores_gemma":[0.9995891,0.00002418003,0.000007295027,0.00007504407,0.0002252826,0.00007908125],"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":[0.0001651537,0.0001494774,0.0002075688,0.00001968039,0.0002872748,0.001233026,0.0005587171,0.4553595,0.5360673,0.001328364,0.0001296826,0.004494253],"study_design_scores_gemma":[0.004110044,0.0001735089,0.00205667,0.0003494961,0.00004591019,0.00078736,0.0002095651,0.06821474,0.9204063,0.0004454171,0.002954697,0.0002462283],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.651641,0.0001094598,0.3465255,0.0006131162,0.0008350432,0.00002791264,0.000009390178,0.00002124088,0.0002172951],"genre_scores_gemma":[0.9980518,0.0001745056,0.001237771,0.0003067414,0.000137976,0.000007301468,0.00004441049,0.00002451376,0.00001494294],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3871448,"threshold_uncertainty_score":0.478376,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007423398298421646,"score_gpt":0.2037748503518772,"score_spread":0.1963514520534556,"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."}}