{"id":"W2175688073","doi":"10.1175/jam2474.1","title":"Comparison of Efficient Explicit Schemes for Shallow-Water Equations—Characteristics-Based Fractional-Step Method and Multimoment Eulerian Scheme","year":2007,"lang":"en","type":"article","venue":"Journal of Applied Meteorology and Climatology","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hydro-Québec","funders":"","keywords":"Shallow water equations; Interpolation (computer graphics); Applied mathematics; Eulerian path; Hydrostatic equilibrium; Computer science; Operator (biology); Scheme (mathematics); Hermite interpolation; Mathematics; Mathematical optimization; Hermite polynomials; Mathematical analysis","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":[0.0007982441,0.0001424667,0.0005211873,0.0002208469,0.00007285121,0.000009159072,0.00007291229,0.0001621805,0.00001574967],"category_scores_gemma":[0.00004206818,0.0001216282,0.00006735107,0.00005370138,0.00006814083,0.00002615211,0.00002645186,0.000197412,8.033535e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002992157,"about_ca_system_score_gemma":0.00002014218,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":6.227593e-7,"about_ca_topic_score_gemma":0.00000466649,"domain_scores_codex":[0.9987704,0.00002043193,0.000741599,0.0001331554,0.0001070149,0.000227465],"domain_scores_gemma":[0.9985349,0.0009455992,0.0002185475,0.00007297144,0.0001483999,0.000079634],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002916152,0.0007472481,0.02018536,0.0006983828,0.0009642326,0.00001953715,0.0009510762,0.2112901,0.4214852,0.3172123,0.0000538147,0.02347662],"study_design_scores_gemma":[0.001547022,0.0001973007,0.00570396,0.00001233333,0.00009277466,0.00004376416,0.0001478316,0.9847769,0.004904272,0.001506353,0.0009295619,0.0001379865],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4961416,0.00009948524,0.5033795,0.0001040942,0.0001370668,0.00008721231,0.000008553952,0.000007111134,0.00003530399],"genre_scores_gemma":[0.8774898,0.00001643771,0.1223362,0.00006881182,0.00003811895,0.000008876616,0.00002614934,0.00001418792,0.000001365396],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7734868,"threshold_uncertainty_score":0.4959854,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01426714841284593,"score_gpt":0.3042950422010595,"score_spread":0.2900278937882136,"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."}}