{"id":"W2001828466","doi":"10.1115/1.2709976","title":"Use of Streamwise Periodic Boundary Conditions for Problems in Heat and Mass Transfer","year":2006,"lang":"en","type":"article","venue":"Journal of Heat Transfer","topic":"Heat Transfer and Optimization","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Mechanics; Boundary value problem; Robin boundary condition; Fin; Heat transfer; Heat exchanger; Different types of boundary conditions in fluid dynamics; Neumann boundary condition; Thermodynamics; Physics; Mathematics; Mathematical analysis; Materials science","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001579406,0.0001697046,0.0003742008,0.0002672405,0.00005033592,0.00004959301,0.00006093186,0.0001173931,0.00004746035],"category_scores_gemma":[0.000003475009,0.0001557676,0.0001505212,0.0001628865,0.00007362889,0.0004753256,8.32073e-7,0.0001997535,3.370022e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005093353,"about_ca_system_score_gemma":0.00005754068,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005034298,"about_ca_topic_score_gemma":0.0001958172,"domain_scores_codex":[0.9987833,0.00003028785,0.0006837324,0.0001029374,0.0001670602,0.0002326869],"domain_scores_gemma":[0.9996576,0.0000758919,0.000002191912,0.00008004015,0.00009895767,0.00008526741],"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":[0.0001574012,0.0002240136,0.01070755,0.0008154542,0.0001009696,0.0000200611,0.001140441,0.7781323,0.2075944,0.0004032027,0.0003224511,0.0003817565],"study_design_scores_gemma":[0.0401493,0.004772184,0.1389445,0.004078748,0.001707809,0.0009910432,0.0008382933,0.4362997,0.3348734,0.005160218,0.02903353,0.003151234],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7557644,0.001049665,0.2423028,0.0001632224,0.0001146869,0.0003379348,0.0001453366,0.00002061424,0.0001013375],"genre_scores_gemma":[0.9983653,0.0007077984,0.0007510127,0.0000237867,0.00006208062,0.00001631392,0.00002565961,0.00003772641,0.0000102738],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3418326,"threshold_uncertainty_score":0.6352017,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01517511870873959,"score_gpt":0.2177248526523694,"score_spread":0.2025497339436298,"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."}}