{"id":"W2587394774","doi":"10.1115/imece2016-67700","title":"Heat Transfer in Liquid-Liquid Taylor Flow in Mini-Scale Curved Tubing for Constant Wall Temperature","year":2016,"lang":"en","type":"article","venue":"","topic":"Fluid Dynamics and Mixing","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Heat transfer; Mechanics; Curvature; Materials science; Prandtl number; Thermodynamics; Isothermal process; Flow (mathematics); Viscosity; Physics; Composite material; Geometry; Mathematics","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":[0.0002560994,0.0002983228,0.0002891245,0.0002011591,0.0002650827,0.0003161716,0.0002502903,0.0003354932,0.001097098],"category_scores_gemma":[0.0007144232,0.0001514394,0.0002695676,0.0002110561,0.0004678589,0.0006654324,0.000282843,0.0002431756,0.0002493419],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003336867,"about_ca_system_score_gemma":0.0002427519,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000431819,"about_ca_topic_score_gemma":0.0004699687,"domain_scores_codex":[0.9998477,0.00003395781,0.000007204622,0.00002946071,0.00005580279,0.00002591546],"domain_scores_gemma":[0.999712,0.0001276112,0.00007106693,0.00002862109,0.00004409811,0.00001659706],"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":[0.0001286306,0.0000230165,0.0005281578,0.00007633703,0.000002937373,0.00006463421,0.00009630451,0.004433379,0.9886797,0.000491284,0.00005935549,0.00541637],"study_design_scores_gemma":[0.00001592732,0.0004683119,0.003358865,0.000008472273,0.000008952738,0.0001313505,0.00005737103,0.0408509,0.953621,0.0002868346,0.001167929,0.00002411524],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9789396,0.0003553606,0.01922851,0.00005705868,0.00001603118,0.00002314649,0.00002300279,0.000160361,0.001196907],"genre_scores_gemma":[0.9922934,0.0001231405,0.006645091,0.000010487,0.000005312024,0.00001435065,0.00001678358,0.00002003978,0.000871505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001097098,"threshold_uncertainty_score":0.003670216,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006906708473194283,"score_gpt":0.1972219736495016,"score_spread":0.1903152651763073,"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."}}