{"id":"W4406900091","doi":"10.1016/j.coastaleng.2025.104702","title":"Numerical analysis and prediction of the effect of debris initial configurations on their dispersion during extreme-hydrodynamic events","year":2025,"lang":"en","type":"article","venue":"Coastal Engineering","topic":"Fluid Dynamics Simulations and Interactions","field":"Engineering","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut National de la Recherche Scientifique","funders":"European Commission; Nvidia","keywords":"Debris; Dispersion (optics); Mechanics; Geology; Debris flow; Physics; Oceanography; Optics","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":[0.00004042623,0.0001077282,0.0001709606,0.0002623185,0.00005433272,0.000007148855,0.0000618597,0.00004308001,0.000009267566],"category_scores_gemma":[0.00004315871,0.00008512713,0.000116461,0.0005473786,0.00001604593,0.000078111,0.00002715016,0.0001168081,3.139843e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004056752,"about_ca_system_score_gemma":0.000004771282,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002699848,"about_ca_topic_score_gemma":0.00001419127,"domain_scores_codex":[0.999512,0.00001562207,0.0002121934,0.00009387101,0.00007764305,0.00008870873],"domain_scores_gemma":[0.9996542,0.0001152462,0.00002535478,0.0001613417,0.00002241461,0.00002146846],"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":[0.00001093335,0.000008780145,0.005923341,0.00008338862,0.0002041642,1.179275e-7,0.00004103835,0.9252442,0.06797957,0.00009353488,0.000002207243,0.0004087364],"study_design_scores_gemma":[0.0002126876,0.00003088916,0.1301432,0.00009019268,0.0001096292,8.518209e-7,0.000008677207,0.8481775,0.02116954,0.000003331095,0.000009089153,0.00004440402],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9147466,0.00003208608,0.08436333,0.000008336036,0.0002387616,0.0001154744,0.00007900714,0.00005303031,0.0003633536],"genre_scores_gemma":[0.9998603,0.00001175859,0.00004298399,8.309336e-7,0.00001191658,0.00001020421,0.00002163722,0.00001057959,0.00002979793],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1242199,"threshold_uncertainty_score":0.3471383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003661053291724914,"score_gpt":0.2005067097436309,"score_spread":0.196845656451906,"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."}}