{"id":"W4403629626","doi":"10.1016/j.jcp.2024.113520","title":"A fully-coupled algorithm with implicit surface tension treatment for interfacial flows with large density ratios","year":2024,"lang":"en","type":"article","venue":"Journal of Computational Physics","topic":"Fluid Dynamics and Heat Transfer","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Deutsche Forschungsgemeinschaft","keywords":"Surface tension; Algorithm; Mechanics; Mathematics; Materials science; Computer science; Applied mathematics; Physics; Thermodynamics","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":[0.0007033753,0.0007500126,0.0007055225,0.000372069,0.000551181,0.0008697647,0.002367939,0.001516468,0.002638408],"category_scores_gemma":[0.001711593,0.0004259687,0.0005557024,0.0003322208,0.0006256925,0.0005848572,0.001604611,0.0009219421,0.0005685778],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006636492,"about_ca_system_score_gemma":0.001952138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008082376,"about_ca_topic_score_gemma":0.005862536,"domain_scores_codex":[0.9997752,0.00005904081,0.00001311697,0.00002700159,0.00009321772,0.00003244516],"domain_scores_gemma":[0.9993188,0.0002878541,0.00006088461,0.00005715534,0.000204955,0.00007033881],"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":[0.0001608628,0.0001410502,0.001212278,0.0001135925,0.00004878195,0.0002147532,0.0001666228,0.9349318,0.01182995,0.01277939,0.001057355,0.03734353],"study_design_scores_gemma":[0.000008966061,0.000006844001,0.00002191612,0.000001643098,0.000001013794,0.000003547142,0.000001742917,0.9992645,0.0002682185,0.000234579,0.0001848616,0.000002133545],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.05165485,0.0001264335,0.9433004,0.0002011512,0.00006203884,0.0001858022,0.0000714699,0.0006253189,0.00377251],"genre_scores_gemma":[0.3929514,0.0001060308,0.5998705,0.0001950294,0.00004441681,0.0007877384,0.00025327,0.0003919213,0.005399698],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.008082376,"threshold_uncertainty_score":0.01607066,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008468361598244092,"score_gpt":0.2307703239903201,"score_spread":0.222301962392076,"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."}}