{"id":"W4322576537","doi":"10.1016/b978-0-32-391244-0.00019-x","title":"Modeling fluid transport processes with finite volume methods","year":2023,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Advanced Numerical Methods in Computational Mathematics","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Waterloo","funders":"","keywords":"Finite volume method; Mechanics; Computer science; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0003294243,0.0005992593,0.0007848841,0.000194879,0.00007503288,0.00002420238,0.0003165251,0.0002781714,0.00004786382],"category_scores_gemma":[0.000155152,0.0005488169,0.00014185,0.0000708489,0.00008610545,0.00006665374,0.00004040287,0.0006064593,0.0001275638],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008300937,"about_ca_system_score_gemma":0.0001206063,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.886849e-8,"about_ca_topic_score_gemma":0.000003321995,"domain_scores_codex":[0.9981276,0.00002457215,0.0006379362,0.0004403491,0.0004219362,0.0003475664],"domain_scores_gemma":[0.998232,0.0008864533,0.00009704664,0.0004328378,0.0002169372,0.0001347269],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0000066652,0.000002328086,2.317538e-7,0.001378579,0.0001295128,0.00002522325,0.0001696394,0.4442538,0.000007304031,0.001227786,0.000003817187,0.5527952],"study_design_scores_gemma":[0.0001876855,0.00007076807,3.983585e-7,0.001854712,0.0002511133,0.00002345073,0.00001232315,0.5531784,0.00007147158,0.2880251,0.1552531,0.001071384],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.000002301428,0.0004075725,0.5598654,0.000006120526,0.000198737,0.0002744769,0.00002635116,0.0007093791,0.4385096],"genre_scores_gemma":[0.00005605126,0.0001406808,0.5673838,0.00003186428,0.0001568285,0.00007466098,0.00002109078,0.0003461061,0.4317889],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.5517238,"threshold_uncertainty_score":0.9996963,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04276628560792694,"score_gpt":0.3064642435765023,"score_spread":0.2636979579685753,"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."}}