{"id":"W4206965621","doi":"10.1007/s10444-021-09918-y","title":"A structure-preserving algorithm for surface water flows with transport processes","year":2022,"lang":"en","type":"article","venue":"Advances in Computational Mathematics","topic":"Computational Fluid Dynamics and Aerodynamics","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Ottawa","funders":"","keywords":"Discretization; Dissipation; Mathematics; Flow (mathematics); Convection–diffusion equation; Applied mathematics; Nonlinear system; Shallow water equations; Constant (computer programming); Mathematical optimization; Mathematical analysis; Geometry; Computer science; 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":[0.0005141072,0.0004737538,0.0006160123,0.0004609839,0.0006457249,0.0008221419,0.001519434,0.0009813921,0.002167258],"category_scores_gemma":[0.001661414,0.0004283624,0.0007005869,0.0005096525,0.0008098427,0.001327255,0.001919859,0.001486743,0.0005905188],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004324086,"about_ca_system_score_gemma":0.001116281,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001934638,"about_ca_topic_score_gemma":0.002155578,"domain_scores_codex":[0.9997936,0.00004171712,0.00001081277,0.00003940089,0.00009046138,0.00002394863],"domain_scores_gemma":[0.9995908,0.0001611891,0.00002806873,0.00008775266,0.00009328243,0.00003879925],"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":[0.0002794512,0.0002756653,0.0009174282,0.0001223131,0.00005295687,0.0001755689,0.0002242393,0.5364431,0.02376447,0.1310704,0.003585526,0.303089],"study_design_scores_gemma":[0.00002264915,0.0000405603,0.00003989189,0.000002239383,0.000004143962,0.00001597372,0.000005899691,0.9841771,0.002241945,0.01240185,0.001043161,0.000004526009],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01312008,0.00002972116,0.9853787,0.00006365298,0.00003409615,0.00003843739,0.00002481463,0.0003187853,0.0009917265],"genre_scores_gemma":[0.2159636,0.00008901233,0.7790214,0.00008198089,0.00005093534,0.0001447781,0.0001605255,0.0002977092,0.004190154],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.002167258,"threshold_uncertainty_score":0.00725019,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004769909852122049,"score_gpt":0.217132869809304,"score_spread":0.212362959957182,"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."}}