{"id":"W2108044627","doi":"10.1615/computthermalscien.v1.i3.20","title":"A NUMERICAL METHOD FOR THREE-DIMENSIONAL PARABOLIC FLOW AND HEAT TRANSFER IN STRAIGHT DUCTS OF IRREGULAR CROSS SECTION","year":2009,"lang":"en","type":"article","venue":"Computational Thermal Sciences An International Journal","topic":"Radiative Heat Transfer Studies","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Discretization; Laminar flow; Cross section (physics); Mathematics; Interpolation (computer graphics); Triangular prism; Mechanics; Mathematical analysis; Geometry; Physics; Classical mechanics","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":[0.0004729815,0.0001317317,0.0001782961,0.0001992628,0.000152451,0.00009745872,0.0002169878,0.00004475188,0.00004145496],"category_scores_gemma":[0.00002424456,0.0001149831,0.00006924978,0.000179292,0.0001364395,0.0005578047,0.000006026039,0.0001478416,5.044309e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006602205,"about_ca_system_score_gemma":0.00006045715,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001343096,"about_ca_topic_score_gemma":0.00001987136,"domain_scores_codex":[0.9987393,0.00004973729,0.0003467507,0.0001888764,0.0004807689,0.0001945559],"domain_scores_gemma":[0.9994202,0.0001517168,0.00001394587,0.00003275507,0.0003005488,0.00008080389],"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":[0.00006494579,0.00005877244,0.00289027,0.0000049854,0.00004163848,0.000004053754,0.0003137137,0.9780625,0.001920877,0.002720522,0.00001331826,0.01390448],"study_design_scores_gemma":[0.0005880832,0.000160728,0.3472883,0.00002338075,0.00000411108,0.00006653413,0.0000101679,0.6465145,0.0004126678,0.004784077,0.00005681673,0.000090632],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7016057,0.0002936644,0.2969022,0.0003231486,0.0005896129,0.0001111644,0.00002493634,0.00001913874,0.0001304674],"genre_scores_gemma":[0.9629728,0.00001744564,0.03656723,0.00008757767,0.0003323004,0.000005955276,0.000007154244,0.000007773525,0.000001813528],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.344398,"threshold_uncertainty_score":0.4688873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02667383053539264,"score_gpt":0.3293568762799746,"score_spread":0.302683045744582,"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."}}