{"id":"W2883042497","doi":"10.1002/fld.4673","title":"Multiphase periodic pressure difference boundary condition enhanced by a proportional‐integral‐derivative controller for the lattice Boltzmann method","year":2018,"lang":"en","type":"article","venue":"International Journal for Numerical Methods in Fluids","topic":"Lattice Boltzmann Simulation Studies","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Polytechnique Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Compute Canada","keywords":"Boundary value problem; Mechanics; Lattice Boltzmann methods; Mathematics; Boundary (topology); Multiphase flow; Pressure drop; Conservation of mass; Mathematical analysis; Physics","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":[0.0005697124,0.0003583645,0.0005383767,0.0002882751,0.0004038354,0.0005631652,0.001200858,0.0006303789,0.002412393],"category_scores_gemma":[0.001149536,0.0002917976,0.0002814952,0.0001742804,0.0007178009,0.000612648,0.0007962745,0.001220015,0.0004714408],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000550914,"about_ca_system_score_gemma":0.0009649644,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002236319,"about_ca_topic_score_gemma":0.001357223,"domain_scores_codex":[0.9996705,0.00007513092,0.00001633452,0.00003678837,0.0001785432,0.00002270839],"domain_scores_gemma":[0.9996378,0.0001382485,0.00003587401,0.00004487931,0.0001065508,0.00003658449],"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":[0.0003040371,0.0002278356,0.000998272,0.0002438993,0.00003085831,0.0002930705,0.0001789892,0.7097558,0.1303595,0.0954408,0.001813288,0.0603536],"study_design_scores_gemma":[0.00001632546,0.00001298627,0.00003274502,0.00000337309,0.000001186603,0.000008728653,0.000002386304,0.9942162,0.003922133,0.001074699,0.0007047057,0.0000044329],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.03651789,0.0001344911,0.9566783,0.0001600577,0.0001671166,0.00008241153,0.00003290168,0.0003790515,0.005847788],"genre_scores_gemma":[0.6255601,0.0001183151,0.3694288,0.00009242057,0.00004050317,0.000273813,0.00005957391,0.0001459034,0.004280558],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002412393,"threshold_uncertainty_score":0.00807023,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03278164133306577,"score_gpt":0.4187195630628491,"score_spread":0.3859379217297834,"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."}}