{"id":"W4295637447","doi":"10.1504/ijex.2022.125522","title":"Thermal-hydraulic performance of constructal Y-shaped and X-shaped tube heat sinks in laminar flow","year":2022,"lang":"en","type":"article","venue":"International Journal of Exergy","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"","keywords":"Constructal law; Laminar flow; Reynolds number; Mechanics; Heat sink; Heat exchanger; Materials science; Thermodynamics; Work (physics); Thermal; Hydraulic diameter; Tube (container); Thermal conduction; Heat transfer; Physics; Composite material; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000479677,0.0002776617,0.0004454999,0.0003018075,0.0003155223,0.0006046538,0.0003237286,0.0003566123,0.0007176904],"category_scores_gemma":[0.0009284725,0.000200844,0.0002942819,0.0002612262,0.0005861997,0.0004407167,0.0003079397,0.0002013468,0.0001497536],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003175409,"about_ca_system_score_gemma":0.0003224918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001162627,"about_ca_topic_score_gemma":0.00101371,"domain_scores_codex":[0.9998585,0.00002714512,0.00001317916,0.00002779248,0.00003689163,0.00003636887],"domain_scores_gemma":[0.9994779,0.0002491094,0.0001356389,0.00003131516,0.00006996069,0.00003619682],"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":[0.002111401,0.0002173322,0.01154099,0.0005447544,0.00005051417,0.0002681171,0.0004411972,0.1965393,0.7695414,0.001905215,0.0003864944,0.01645337],"study_design_scores_gemma":[0.00007450519,0.002007973,0.01518454,0.0000391134,0.00004955557,0.0001170623,0.0001988778,0.3421044,0.6387858,0.0003675235,0.0009940014,0.00007661335],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996099,0.0002573626,0.002795302,0.00002748863,0.000009795335,0.000008773894,0.00008624052,0.00006668633,0.0006494411],"genre_scores_gemma":[0.9974152,0.0001213607,0.001897078,0.000003600732,0.000001814733,0.00001055705,0.00005622377,0.000007477788,0.0004866358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001162627,"threshold_uncertainty_score":0.002536833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005958707328638471,"score_gpt":0.2022592087270713,"score_spread":0.1963005013984329,"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."}}