{"id":"W2374693409","doi":"","title":"Experimental Study of Flow and Heat Transfer in Heat Exchanger with Small Channels","year":2003,"lang":"en","type":"article","venue":"Journal of Chongqing University. English Edition","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Discovery Air (Canada)","funders":"","keywords":"Nusselt number; Dynamic scraped surface heat exchanger; Reynolds number; Materials science; Thermodynamics; Heat exchanger; Prandtl number; Heat transfer; Mechanics; Ethylene glycol; Micro heat exchanger; Plate heat exchanger; Heat transfer coefficient; Chemistry; Turbulence; Critical heat flux; Physics","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":[0.001050319,0.0006645882,0.0007332968,0.0003766626,0.0007708986,0.0003082608,0.0006053899,0.0006510607,0.002035349],"category_scores_gemma":[0.0009568662,0.0002877064,0.0003963809,0.000525247,0.0007142193,0.0007888126,0.0003636724,0.0005724118,0.0002060235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003023101,"about_ca_system_score_gemma":0.0003208169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006257783,"about_ca_topic_score_gemma":0.0004008111,"domain_scores_codex":[0.9993687,0.000130977,0.00004245611,0.0001732664,0.0001672735,0.0001173713],"domain_scores_gemma":[0.9990097,0.0004779706,0.0001270301,0.0001458129,0.0001698818,0.00006953105],"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":[0.0006134606,0.0004864593,0.001092926,0.0002407287,0.00001078117,0.00008067471,0.0001856436,0.003473218,0.9898728,0.0003859681,0.000114446,0.003442912],"study_design_scores_gemma":[0.0001042274,0.002133278,0.003262373,0.000007017097,0.00002480393,0.00005499078,0.00005343753,0.01214984,0.9813477,0.0001065727,0.0007300733,0.00002579252],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904509,0.0001307931,0.008462302,0.00003183238,0.00002501697,0.0001021388,0.0001233111,0.00009606042,0.0005776515],"genre_scores_gemma":[0.9887017,0.0001634097,0.009955926,0.0000142958,0.00003226293,0.0001764687,0.0001084432,0.00002492877,0.0008225228],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002035349,"threshold_uncertainty_score":0.006808937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01052050765182653,"score_gpt":0.1789978545179769,"score_spread":0.1684773468661503,"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."}}