{"id":"W2021523282","doi":"10.1615/ichmt.2008.cht.180","title":"ENTROPY PRODUCTION FOR DEVELOPING LAMINAR MIXED CONVECTION IN VERTICAL TUBES","year":2008,"lang":"en","type":"article","venue":"","topic":"Nanofluid Flow and Heat Transfer","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Moncton; Université de Sherbrooke","funders":"","keywords":"Grashof number; Mechanics; Entropy production; Laminar flow; Heat transfer; Combined forced and natural convection; Thermodynamics; Heat flux; Natural convection; Compressibility; Physics; Entropy (arrow of time); Nusselt number; Reynolds number","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":[0.000359643,0.000389644,0.0002445257,0.0003757863,0.0002937241,0.0004777799,0.0002041646,0.0002909526,0.0004831741],"category_scores_gemma":[0.001314028,0.0001862721,0.000304862,0.0001689982,0.0006710213,0.0003985108,0.0005905103,0.0002775383,0.00007121478],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004247184,"about_ca_system_score_gemma":0.0003703696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007826795,"about_ca_topic_score_gemma":0.0004408144,"domain_scores_codex":[0.9999104,0.00003624119,0.000003715985,0.000008140504,0.00002672485,0.00001491652],"domain_scores_gemma":[0.9995883,0.0002734329,0.00006642252,0.00001115446,0.00003196939,0.00002884904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000232141,0.00003008863,0.003577683,0.0002116339,0.00002453267,0.0004086668,0.0002083325,0.8213426,0.1337696,0.0268829,0.0001610399,0.01315076],"study_design_scores_gemma":[0.00001524059,0.00006571766,0.0009051812,0.000007404852,0.000007002033,0.00006388567,0.00001810002,0.9791504,0.0169914,0.002532301,0.0002357043,0.000007825946],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8775633,0.0007288674,0.1175619,0.0001294722,0.00002501133,0.00002901927,0.000051289,0.00009066245,0.003820532],"genre_scores_gemma":[0.993551,0.0001363477,0.005304747,0.000005817222,0.00000646706,0.00002131454,0.00002682489,0.00001565374,0.0009318106],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0007826795,"threshold_uncertainty_score":0.003081501,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02148547674238121,"score_gpt":0.2132410582499609,"score_spread":0.1917555815075797,"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."}}