{"id":"W7116043397","doi":"10.82417/jmcg-mp87","title":"Development of a finite element model for solving 2D Navier-Stokes equations in deep surface textures causing cavitation","year":2025,"lang":"en","type":"other","venue":"Espace ÉTS (ETS)","topic":"","field":"","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure","funders":"","keywords":"Cavitation; Finite element method; Lift (data mining); Surface (topology); Development (topology); Convection; Reynolds number; Work (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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004509696,0.0005217293,0.0006069746,0.000360654,0.0004366304,0.0007824614,0.001326434,0.001677048,0.003217636],"category_scores_gemma":[0.0008491097,0.0004737622,0.0007589351,0.0002634588,0.0004623122,0.0005685193,0.000741802,0.0009837581,0.001218679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004013508,"about_ca_system_score_gemma":0.001088714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004004154,"about_ca_topic_score_gemma":0.003795773,"domain_scores_codex":[0.9998189,0.00003969054,0.00001211198,0.00003028853,0.00008282072,0.0000161738],"domain_scores_gemma":[0.9997367,0.0001325232,0.00002277128,0.00002692967,0.00006530012,0.00001574925],"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":[0.00003021653,0.00006363472,0.0005777635,0.00009277323,0.00001507737,0.0000988246,0.00009994728,0.9540104,0.01333104,0.01201312,0.0006837874,0.01898328],"study_design_scores_gemma":[0.000003469306,0.0000094587,0.00003604927,0.000006640559,0.000001514666,0.00001254721,0.000007183492,0.9969209,0.0008127405,0.0005463871,0.001639578,0.000003482912],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.009304801,0.0001064036,0.9838521,0.0001250683,0.00004988001,0.00008962448,0.000117698,0.0003334838,0.006020987],"genre_scores_gemma":[0.2492715,0.0004089991,0.7318001,0.0001437007,0.00004927291,0.001076788,0.0005874338,0.0003578278,0.01630433],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004004154,"threshold_uncertainty_score":0.01076406,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.031353062415113,"score_gpt":0.3077297983742465,"score_spread":0.2763767359591335,"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."}}