{"id":"W4386969131","doi":"10.9753/icce.v37.management.128","title":"WA’S FIRST LARGE SCALE BENEFICIAL USE BEACH NOURISHMENT PROJECT: LESSONS LEARNED","year":2023,"lang":"en","type":"article","venue":"Coastal Engineering Proceedings","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Transport Canada","funders":"","keywords":"Seawall; Beach nourishment; Coastal erosion; Port (circuit theory); Breakwater; Dredging; Coastal management; Geography; Environmental planning; Shore; Oceanography; Engineering; Geology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.000269898,0.0002680369,0.0001950318,0.0001407069,0.0002157462,0.0001731418,0.00028909,0.00006985308,0.0001383334],"category_scores_gemma":[0.0000745141,0.0002718636,0.00009283746,0.0008359432,0.00003859484,0.0004426716,0.003429897,0.0002087738,0.0003842055],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001211569,"about_ca_system_score_gemma":0.000008836116,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004445425,"about_ca_topic_score_gemma":0.0004373637,"domain_scores_codex":[0.9980734,0.000001874457,0.000230515,0.0005246701,0.0004494723,0.000720063],"domain_scores_gemma":[0.9996231,0.00002127173,0.00005308331,0.0001458011,0.00001726371,0.0001395085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000308864,0.001778939,0.07417144,0.001816704,0.0002766608,0.0002345725,0.01781692,0.1245996,0.03333648,0.009465701,0.5433622,0.1928319],"study_design_scores_gemma":[0.0008319799,0.0001664353,0.04511972,0.00008328886,0.00004240298,0.00001146961,0.0007371253,0.0644198,0.001131832,0.0002043072,0.8864904,0.0007612191],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742144,0.000009038369,0.0009587728,0.003568203,0.0005039667,0.0009132225,0.00008966357,0.001538851,0.01820394],"genre_scores_gemma":[0.9849392,0.00004583046,0.00088371,0.0000662949,0.0001426296,0.0001383023,0.00005723672,0.00006350798,0.01366331],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3431282,"threshold_uncertainty_score":0.9999734,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02468537220582424,"score_gpt":0.2396715692454239,"score_spread":0.2149861970395996,"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."}}