{"id":"W4415975024","doi":"10.1016/j.oceaneng.2025.123378","title":"Comparative study of Eulerian FVM-VOF and Lagrangian MPS approaches for single- and multiphase flow simulations","year":2025,"lang":"en","type":"article","venue":"Ocean Engineering","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université de Montréal; Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Polytechnique Montréal","keywords":"Volume of fluid method; Convection; Eulerian path; Multiphase flow; Numerical diffusion; Finite volume method; Large eddy simulation; Fluid dynamics; Computational fluid dynamics; Vortex","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007639643,0.00058138,0.0008494143,0.0009935044,0.000705124,0.0009467901,0.00131946,0.0009578974,0.002572707],"category_scores_gemma":[0.003152572,0.0002440503,0.0005937495,0.0007552534,0.0004291626,0.000865616,0.0007582027,0.0006806406,0.0003768758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006724031,"about_ca_system_score_gemma":0.00136469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01566187,"about_ca_topic_score_gemma":0.01105365,"domain_scores_codex":[0.9996995,0.00009005994,0.00001656365,0.00002787887,0.0001171264,0.0000489385],"domain_scores_gemma":[0.9986466,0.0006157991,0.00009111311,0.0001383593,0.0004103902,0.00009786734],"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":[0.0002928273,0.0001955317,0.004061067,0.0002217443,0.00008109618,0.0001679899,0.0001880403,0.9327121,0.004589553,0.008395077,0.001055281,0.04803959],"study_design_scores_gemma":[0.00001022609,0.00003205224,0.0004965264,0.00001196223,0.000007252284,0.00001352958,0.00002829202,0.9975922,0.0008735562,0.0003756616,0.0005520892,0.000006666364],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7353941,0.002724271,0.2174227,0.0007728773,0.0003842543,0.0001557509,0.0009835841,0.001983424,0.04017906],"genre_scores_gemma":[0.9621693,0.0005370434,0.0339449,0.00005824331,0.00005320219,0.00007113737,0.0003772696,0.0002660249,0.002522842],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01566187,"threshold_uncertainty_score":0.0311414,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02801817259446698,"score_gpt":0.2485533964630309,"score_spread":0.2205352238685639,"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."}}