{"id":"W1970528661","doi":"10.1016/j.cpc.2010.08.022","title":"A novel method for modeling Neumann and Robin boundary conditions in smoothed particle hydrodynamics","year":2010,"lang":"en","type":"article","venue":"Computer Physics Communications","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":50,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto","funders":"","keywords":"Neumann boundary condition; Smoothed-particle hydrodynamics; Boundary (topology); Robin boundary condition; Boundary value problem; Domain (mathematical analysis); Bounded function; Convergence (economics); Flow (mathematics); Mathematics; Mathematical analysis; Mechanics; Geometry; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001077446,0.0001162384,0.0001351176,0.00006516089,0.0002689487,0.00009702388,0.0002756665,0.00005236655,0.000002642661],"category_scores_gemma":[0.00000932115,0.0001407403,0.00005399324,0.000186629,0.0000613563,0.000279507,0.0001291601,0.0003240274,0.00000343345],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003574576,"about_ca_system_score_gemma":0.00002120598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000462724,"about_ca_topic_score_gemma":0.0004749972,"domain_scores_codex":[0.9993953,0.00001920808,0.0002455221,0.0001363068,0.00004231429,0.0001613489],"domain_scores_gemma":[0.9987549,0.0003000545,0.00002523355,0.0007914674,0.00007831868,0.00005007426],"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":[9.627954e-7,0.0001049041,0.00005423282,0.000009385691,0.00001948592,3.666928e-8,0.000285795,0.8564789,0.02277228,0.1180558,0.0000311191,0.002187144],"study_design_scores_gemma":[0.0003458897,0.00001039702,0.0002926514,0.00001582451,0.0000142946,0.00000460334,0.00001694657,0.9869518,0.0000198464,0.0115701,0.0006114609,0.000146188],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.07946472,0.00003743183,0.9192786,0.0002766601,0.0002072834,0.0002454571,0.00008256917,0.0001347331,0.0002725022],"genre_scores_gemma":[0.5863234,0.00001956351,0.4133343,0.00003566631,0.00003927858,0.00009294759,0.0001236098,0.00002257648,0.000008673349],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.5068586,"threshold_uncertainty_score":0.5739222,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02480365905384416,"score_gpt":0.2947062276831875,"score_spread":0.2699025686293433,"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."}}