{"id":"W4311230153","doi":"10.18280/mmep.090515","title":"Countermeasure of Riverbanks Local Scour and Deposition Using Different Shapes of Multiple Groynes with Different Spacing","year":2022,"lang":"en","type":"article","venue":"Mathematical Modelling and Engineering Problems","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Parabola; Computational fluid dynamics; Channel (broadcasting); Computation; Mechanics; Geotechnical engineering; Geology; Geometry; Mathematics; Engineering; Physics; Algorithm","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008318723,0.0001137045,0.000204224,0.00003091748,0.000068545,0.000005079135,0.00004739336,0.00003093502,0.00004222299],"category_scores_gemma":[0.000001911935,0.00008645115,0.00001765274,0.00004630624,0.0001022002,0.00004624824,0.00004354144,0.00009916901,1.194649e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001574324,"about_ca_system_score_gemma":0.000001562463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000519757,"about_ca_topic_score_gemma":0.000005725842,"domain_scores_codex":[0.9993628,0.000009784797,0.0001687794,0.0001479449,0.0001819947,0.0001286705],"domain_scores_gemma":[0.9998099,0.00004103459,0.00004888703,0.00005309473,0.000003683507,0.00004338331],"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":[0.00002013176,0.00009021739,0.005139935,0.0005985532,0.00002084654,0.000001462686,0.0008650367,0.9846198,0.008383613,0.0001576813,3.616766e-7,0.0001023483],"study_design_scores_gemma":[0.0002535387,0.0001165024,0.000375565,0.0001944557,0.0000417589,0.00001894388,0.00006705796,0.9955192,0.002740649,0.0005722048,0.000001554419,0.00009857001],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5411142,0.00007572376,0.4587028,0.000004620379,0.000004130191,0.0000616788,0.000002331804,0.00001599248,0.00001854419],"genre_scores_gemma":[0.9955414,0.00001500653,0.00440112,0.000002763979,0.000002784391,0.00001075973,0.000001744121,0.00001665855,0.000007754133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4544272,"threshold_uncertainty_score":0.3525375,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01372675792208634,"score_gpt":0.176265273729618,"score_spread":0.1625385158075317,"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."}}