{"id":"W4414615383","doi":"10.1080/1064119x.2025.2564737","title":"Numerical modelling of local scour around pile foundations: A hydrodynamic–geotechnical review","year":2025,"lang":"en","type":"review","venue":"Marine Georesources and Geotechnology","topic":"Hydrology and Sediment Transport Processes","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"National Natural Science Foundation of China","keywords":"Pile; Numerical models; Deformation (meteorology); Erosion; Finite element method","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":[0.0009949123,0.00180834,0.003062613,0.002121935,0.0002730744,0.001921125,0.002353645,0.002085779,0.00284505],"category_scores_gemma":[0.00247364,0.000911405,0.001448356,0.004095177,0.000892113,0.002088556,0.001179221,0.001672434,0.001424166],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006922864,"about_ca_system_score_gemma":0.002222969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006220768,"about_ca_topic_score_gemma":0.006631265,"domain_scores_codex":[0.9996111,0.00007218752,0.0000550155,0.0000908329,0.0001441305,0.00002665221],"domain_scores_gemma":[0.9986579,0.0007595258,0.0001385507,0.00005571003,0.0003321701,0.00005608751],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006115442,0.0001355177,0.0006274455,0.02720896,0.0003193098,0.000092162,0.00008425751,0.03321177,0.001398446,0.0103468,0.01900153,0.9075127],"study_design_scores_gemma":[0.00007861712,0.0002611153,0.003717866,0.0249673,0.001061413,0.000731273,0.0002859006,0.03515664,0.002140441,0.02173901,0.9096078,0.0002526269],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003940492,0.9953714,0.002919242,0.0002495914,0.0002268618,0.000006100139,0.00004518186,0.00002460702,0.0007630186],"genre_scores_gemma":[0.002589416,0.9953952,0.001263278,0.0000782087,0.0002431613,0.000008311544,0.0000762139,0.00001239739,0.0003337399],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.006220768,"threshold_uncertainty_score":0.0123691,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01613950317650577,"score_gpt":0.2613572957088713,"score_spread":0.2452177925323656,"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."}}