{"id":"W4410252734","doi":"10.1016/j.coastaleng.2025.104771","title":"A framework to mitigate aeolian erosion on nourished beaches","year":2025,"lang":"en","type":"article","venue":"Coastal Engineering","topic":"Aeolian processes and effects","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"National Key Research and Development Program of China; Natural Science Foundation of Fujian Province; National Natural Science Foundation of China; Ministry of Natural Resources","keywords":"Aeolian processes; Erosion; Coastal erosion; Geology; Hydrology (agriculture); Oceanography; Geomorphology; Geotechnical engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001074083,0.0004697776,0.0002550818,0.0006946136,0.001093391,0.002230978,0.001164748,0.0009780085,0.004083384],"category_scores_gemma":[0.0009546662,0.0001273261,0.0003160079,0.000350764,0.0008597837,0.001073236,0.002568878,0.0007907735,0.0003716403],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001427696,"about_ca_system_score_gemma":0.006483509,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01970656,"about_ca_topic_score_gemma":0.05169908,"domain_scores_codex":[0.9996043,0.0001296574,0.00001662632,0.00005390372,0.00009763179,0.00009788164],"domain_scores_gemma":[0.999513,0.00003518619,0.0000396026,0.00004324687,0.0002357874,0.0001332102],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001183699,0.0007156183,0.009963453,0.0003852048,0.0001120573,0.0005328797,0.0009895689,0.2896647,0.01920776,0.4240518,0.01456644,0.2396923],"study_design_scores_gemma":[0.0001242554,0.0006060299,0.01110951,0.001016876,0.0001493877,0.0001919929,0.008844179,0.5297899,0.007422077,0.2214126,0.2192386,0.00009461635],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1661797,0.001453059,0.656892,0.01299116,0.0005590822,0.0006879249,0.0003742723,0.0009385403,0.1599242],"genre_scores_gemma":[0.7383969,0.001102123,0.2365393,0.0006585196,0.00005563016,0.0002416819,0.0001982886,0.00005606305,0.02275149],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01970656,"threshold_uncertainty_score":0.03918368,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006322244289911722,"score_gpt":0.2089660571534075,"score_spread":0.2026438128634958,"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."}}