{"id":"W2601521908","doi":"10.1061/9780784480472.026","title":"A Modular Approach for Dune Protection and Shoreline Stabilization in East Hampton, NY","year":2017,"lang":"en","type":"article","venue":"Geotechnical Frontiers 2017","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Terrafix Geosynthetics (Canada)","funders":"","keywords":"Geotextile; Downtown; Storm; Shore; Geotechnical engineering; Civil engineering; Engineering; Erosion; Environmental science; Geology; Forensic engineering; Archaeology","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":[],"consensus_categories":[],"category_scores_codex":[0.0003572767,0.000117579,0.0001822598,0.00006741442,0.0003148394,0.0001124157,0.0002217867,0.0001336999,0.00001686828],"category_scores_gemma":[0.0002354091,0.0001012669,0.00004295458,0.00004444899,0.0001539988,0.0002667546,0.00005443107,0.0001516304,0.00000194588],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000006913578,"about_ca_system_score_gemma":0.00002113983,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001652103,"about_ca_topic_score_gemma":0.00192334,"domain_scores_codex":[0.99913,0.00001924767,0.0001776706,0.0003169973,0.0001189923,0.0002371577],"domain_scores_gemma":[0.9994342,0.000008340927,0.00009607386,0.0003365135,0.00004002596,0.00008484589],"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":[0.0009491784,0.0001761505,0.1500555,0.0002126126,0.00003565818,0.00001007798,0.0001555439,0.06248686,0.0003545767,0.0003995514,0.001928816,0.7832355],"study_design_scores_gemma":[0.0005314401,0.0001118343,0.1597251,0.000008899347,0.000008905776,0.000006428957,0.0000336296,0.8316342,0.000006153536,0.003456573,0.004340928,0.0001359504],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2440075,0.0002708415,0.7510841,0.001245536,0.0004010126,0.001453827,0.0001392931,0.00007924985,0.001318665],"genre_scores_gemma":[0.9847245,0.00007327399,0.01445094,0.0000224435,0.00007745661,0.0000216372,0.0002469376,0.000005018248,0.000377851],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7830995,"threshold_uncertainty_score":0.4129543,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02206062382490258,"score_gpt":0.2189421355454662,"score_spread":0.1968815117205636,"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."}}