{"id":"W1968369175","doi":"10.1016/j.camwa.2009.08.070","title":"Simulation of forced convection in a channel with extended surfaces by the lattice Boltzmann method","year":2009,"lang":"en","type":"article","venue":"Computers & Mathematics with Applications","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":47,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Calgary","funders":"","keywords":"Lattice Boltzmann methods; Mathematics; Forced convection; Statistical physics; Convection; Channel (broadcasting); Lattice (music); Mechanics; Physics; Computer 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":[0.0002136362,0.0001901408,0.0002795062,0.0000957247,0.00009974228,0.00003390778,0.0001791205,0.00005014248,0.000002178941],"category_scores_gemma":[0.000011917,0.0001308394,0.00002987799,0.0005507515,0.00005858226,0.000143721,0.00001724722,0.0001219296,0.000005153227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004768872,"about_ca_system_score_gemma":0.0000127321,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004773502,"about_ca_topic_score_gemma":0.0000114865,"domain_scores_codex":[0.9990208,0.00002716548,0.0003619798,0.0001856522,0.000221005,0.0001834441],"domain_scores_gemma":[0.9985763,0.0007142788,0.0001535504,0.0003752376,0.000142404,0.00003819027],"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":[0.00001104175,0.00008753468,0.00002683402,0.00008526741,0.000056884,2.373659e-7,0.001919981,0.9920225,0.0002274578,0.003197803,0.00008091174,0.002283608],"study_design_scores_gemma":[0.000571851,0.00006839804,0.001072564,0.00007034605,0.00006055176,0.00000453215,0.0004292283,0.9929355,0.0005029873,0.003797385,0.0003172588,0.0001693872],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02270457,0.0001447572,0.9748739,0.0001955307,0.00001697671,0.001014919,0.000007472649,0.000192018,0.00084987],"genre_scores_gemma":[0.9061125,0.0000108015,0.09359372,0.00005025682,0.00001892473,0.0001373349,0.00001291612,0.00002552281,0.00003799649],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.883408,"threshold_uncertainty_score":0.5335477,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01672384696797043,"score_gpt":0.2761991037996265,"score_spread":0.2594752568316561,"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."}}