{"id":"W2970607763","doi":"10.1103/physrevfluids.4.084104","title":"Method of regularized stokeslets: Flow analysis and improvement of convergence","year":2019,"lang":"en","type":"article","venue":"Physical Review Fluids","topic":"Micro and Nano Robotics","field":"Physics and Astronomy","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"H2020 European Research Council; Office of Naval Research; Science and Technology Facilities Council; College of Science, Oregon State University; Goddard Space Flight Center; Jet Propulsion Laboratory; Deutsche Forschungsgemeinschaft; Natural Sciences and Engineering Research Council of Canada; Alfred P. Sloan Foundation; Flatiron Health; Associated Universities; Oregon State University; Canadian Institute for Advanced Research; Space Telescope Science Institute; California Institute of Technology; National Aeronautics and Space Administration; Vanderbilt University; Research Corporation for Science Advancement; National Science Foundation","keywords":"Convergence (economics); Flow (mathematics); Applied mathematics; Stokes flow; Point (geometry); Mathematics; Discrete dipole approximation; Regularization (linguistics); Mathematical analysis; Dipole; Mathematical optimization; Computer science; Physics; Geometry; Artificial intelligence","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00201463,0.0008831578,0.0009137065,0.001054597,0.0003614388,0.001131644,0.001053851,0.001564089,0.002358017],"category_scores_gemma":[0.006053874,0.0005099144,0.0008752162,0.0005382554,0.001162118,0.001252215,0.001487243,0.001921584,0.001000916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000496411,"about_ca_system_score_gemma":0.0007621236,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006630164,"about_ca_topic_score_gemma":0.0004545783,"domain_scores_codex":[0.9992757,0.0003241505,0.00003428209,0.00009105486,0.0002285411,0.00004614819],"domain_scores_gemma":[0.9973929,0.00127283,0.0001771317,0.0004285114,0.0006267217,0.0001018581],"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":[0.0003965588,0.0002052202,0.0009118335,0.0003242834,0.000175792,0.0002375016,0.0003281109,0.4960696,0.0423725,0.2361167,0.01043871,0.2124231],"study_design_scores_gemma":[0.00001023712,0.00002638926,0.00005349947,0.000006490638,0.000004647669,0.00003222217,0.000003982314,0.9858246,0.0026484,0.009202918,0.002176195,0.00001059996],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.004500053,0.0001082887,0.993947,0.0001479432,0.0001284516,0.00003049669,0.00002967327,0.0002332962,0.0008747776],"genre_scores_gemma":[0.08547626,0.0003647233,0.9079332,0.0001765859,0.0002441538,0.0001523454,0.0001673796,0.0004981529,0.004987288],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002358017,"threshold_uncertainty_score":0.01065457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006410000927281443,"score_gpt":0.2913999656354806,"score_spread":0.2849899647081992,"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."}}