{"id":"W4400472147","doi":"10.1016/j.coastaleng.2024.104578","title":"Full-scale experiments on wave transmission and stability of oyster shell-filled bag berms","year":2024,"lang":"en","type":"article","venue":"Coastal Engineering","topic":"Marine Bivalve and Aquaculture Studies","field":"Environmental Science","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia; National Research Council Canada","funders":"Infrastructure Canada; National Research Council Canada","keywords":"Berm; Oyster; Breakwater; Stability (learning theory); Scale (ratio); Shell (structure); Transmission (telecommunications); Geology; Scale model; Geotechnical engineering; Materials science; Physics; Oceanography; Computer science; Telecommunications; Composite material; Engineering; Aerospace engineering","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000309392,0.0002820303,0.0003123287,0.000122325,0.000431547,0.0002494179,0.0003630122,0.0003487879,0.001262341],"category_scores_gemma":[0.0006103369,0.0001683669,0.0002147272,0.0001634423,0.0002985878,0.0004428998,0.0004132113,0.0003700746,0.000249834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004237212,"about_ca_system_score_gemma":0.0003334332,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005842472,"about_ca_topic_score_gemma":0.006232839,"domain_scores_codex":[0.9998337,0.00002155403,0.00001052334,0.00004297422,0.0000567079,0.00003455675],"domain_scores_gemma":[0.9996154,0.0001315843,0.00005009798,0.0000545391,0.00008769317,0.00006060718],"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":[0.002055339,0.0003542996,0.006900363,0.00003729818,0.00001416271,0.00006194081,0.0002919844,0.003088287,0.9833046,0.00004646449,0.00005563416,0.003789604],"study_design_scores_gemma":[0.0003152447,0.009622768,0.1647303,0.00001281544,0.0000808633,0.00008723677,0.0006225717,0.02302746,0.800471,0.0001108213,0.0008754882,0.00004348624],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996836,0.00000459586,0.0001767262,0.000001817875,9.802046e-7,0.000003843726,0.00002814251,0.000004646284,0.00009568584],"genre_scores_gemma":[0.9987078,0.0000142153,0.0004207744,0.00000621917,0.000001033986,0.0000105944,0.00009339782,0.000005602762,0.0007403138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005842472,"threshold_uncertainty_score":0.01161695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01117730659209577,"score_gpt":0.2178053281164576,"score_spread":0.2066280215243619,"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."}}