{"id":"W4392578798","doi":"10.5194/egusphere-egu24-10385","title":"Coastal erosion mitigation by the use of an optimized 3D printed Triply Periodic Minimal Surface Floating Porous Breakwater","year":2024,"lang":"en","type":"preprint","venue":"","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal; Institut National de la Recherche Scientifique","funders":"","keywords":"Breakwater; Erosion; Porosity; Coastal erosion; 3d printed; Surface (topology); Porous medium; Geotechnical engineering; Geology; Materials science; Marine engineering; Geometry; Engineering; Geomorphology; Mathematics","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":[0.00008714169,0.000241936,0.00014422,0.0003178001,0.0001030559,0.0004462307,0.0002525664,0.0003201011,0.001111685],"category_scores_gemma":[0.000281605,0.0001204781,0.0002539217,0.0001764587,0.0001870659,0.0003143307,0.0002451272,0.0002880556,0.0001741077],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001359303,"about_ca_system_score_gemma":0.0001627176,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005822964,"about_ca_topic_score_gemma":0.00172688,"domain_scores_codex":[0.9999259,0.00000446569,0.000005642744,0.00001540239,0.00003359161,0.00001507481],"domain_scores_gemma":[0.9999073,0.00001568482,0.00002995559,0.00001259054,0.00001866036,0.00001585136],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001265739,0.0001050375,0.001751896,0.0002326016,0.00002282268,0.0003770544,0.00006572183,0.0279765,0.9375889,0.0008411876,0.0004109395,0.03050079],"study_design_scores_gemma":[0.00007569261,0.001355648,0.01899306,0.00006236984,0.0001137663,0.0006189347,0.000328895,0.1033774,0.8586305,0.0006701272,0.01565796,0.0001157543],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732474,0.0004821533,0.02232698,0.00006310239,0.00006158164,0.000030111,0.0002106947,0.0002387349,0.003339126],"genre_scores_gemma":[0.983362,0.0002469933,0.01508462,0.00002749402,0.000005173082,0.00002837792,0.00009058445,0.00002036942,0.001134405],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001111685,"threshold_uncertainty_score":0.003718972,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01777800452144642,"score_gpt":0.2174100113316428,"score_spread":0.1996320068101963,"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."}}