{"id":"W3160186032","doi":"10.3390/fluids6050188","title":"Heat Enhancement Effectiveness Using Multiple Twisted Tape in Rectangular Channels","year":2021,"lang":"en","type":"article","venue":"Fluids","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pressure drop; Reynolds number; Nusselt number; Laminar flow; Heat exchanger; Mechanics; Materials science; Mechanical engineering; Heat transfer enhancement; Flow (mathematics); Turbulence; Physics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002886912,0.0002801474,0.0002789055,0.0004546413,0.0001371048,0.0003955724,0.0002322449,0.0002051227,0.0005291674],"category_scores_gemma":[0.0004931545,0.0001201107,0.0002081546,0.0003883083,0.0003103799,0.0003479852,0.0003091151,0.0001539625,0.00009752411],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001762658,"about_ca_system_score_gemma":0.0001365406,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002124787,"about_ca_topic_score_gemma":0.0003356186,"domain_scores_codex":[0.9998597,0.00002612803,0.00001006656,0.00002700855,0.00002972806,0.00004745214],"domain_scores_gemma":[0.9995627,0.0001765859,0.0001261192,0.00003184381,0.00005954412,0.00004324753],"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":[0.001013204,0.0001252674,0.003178314,0.0002707382,0.00002273711,0.0003240041,0.0001058756,0.04922494,0.92257,0.0005323924,0.00008283067,0.02254961],"study_design_scores_gemma":[0.00003694553,0.00204067,0.004942941,0.00002335683,0.00006708837,0.0001363044,0.0001202621,0.05663911,0.9349499,0.0001590958,0.0008535083,0.00003092873],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9966317,0.0003092083,0.002558905,0.000009286079,0.000006450647,0.00000351411,0.00001504582,0.00003187011,0.0004340588],"genre_scores_gemma":[0.9983274,0.0001366736,0.001406723,0.000002038845,0.000002285889,0.000002729581,0.000006448534,0.000003826844,0.000111816],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0005291674,"threshold_uncertainty_score":0.001770258,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01557490316034973,"score_gpt":0.2351698089736762,"score_spread":0.2195949058133265,"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."}}