{"id":"W4410871310","doi":"10.9753/icce.v38.structures.39","title":"EXPERIMENTAL TESTING OF WAVE TRANSMISSION COEFFICIENTS FOR OYSTER SHELL-FILLED BAG BERMS","year":2025,"lang":"en","type":"article","venue":"Coastal Engineering Proceedings","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Berm; Oyster; Shell (structure); Transmission (telecommunications); Armour; Geology; Physics; Geotechnical engineering; Materials science; Engineering; Composite material; Electrical engineering; Oceanography","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001210149,0.0001628826,0.0002046256,0.0001267168,0.00007050759,0.00003692986,0.0001281395,0.00005863346,0.00003429835],"category_scores_gemma":[0.00007655732,0.0001447709,0.00007371874,0.0003011693,0.00003054834,0.0001297548,0.00004027442,0.00008703407,0.00000189553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005818499,"about_ca_system_score_gemma":0.00002646421,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001025972,"about_ca_topic_score_gemma":0.000008922155,"domain_scores_codex":[0.9990996,0.0000011826,0.0002542851,0.0002333565,0.0001422512,0.0002694],"domain_scores_gemma":[0.9996476,0.00008125059,0.00004937797,0.00005192212,0.00009085501,0.00007904458],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000703181,0.0003204145,0.07120892,0.003543261,0.0001485616,0.000009772196,0.001781142,0.06470161,0.2493684,0.002401533,0.000624527,0.6051887],"study_design_scores_gemma":[0.0009695108,0.0002946202,0.009323724,0.0002937889,0.00002535421,0.00001092293,0.0002632132,0.9514094,0.03202257,0.00007985449,0.005049173,0.0002578547],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9703736,0.0001303308,0.02085578,0.00004357339,0.0003660803,0.0004422508,0.00007538133,0.0001250722,0.007587942],"genre_scores_gemma":[0.9899468,0.000001980042,0.009020512,0.00002102111,0.00003413145,0.000006160261,0.00004979819,0.000007525407,0.0009120322],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8867078,"threshold_uncertainty_score":0.5903584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01145194296270603,"score_gpt":0.2029325718593044,"score_spread":0.1914806288965984,"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."}}