{"id":"W2593543223","doi":"10.1016/j.geomorph.2017.12.011","title":"Scale-dependent behavior of the foredune: Implications for barrier island response to storms and sea-level rise","year":2017,"lang":"en","type":"article","venue":"Geomorphology","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Windsor","funders":"National Science Foundation","keywords":"Foredune; Barrier island; Storm; Scale (ratio); Sea level rise; Geology; Environmental science; Oceanography; Geography; Climate change; Shore; Cartography","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":[0.0002655692,0.00007381677,0.0001191382,0.00003140316,0.000363897,0.00002692526,0.0003103507,0.00005455645,0.0001935591],"category_scores_gemma":[0.0001421821,0.00004446086,0.00004020054,0.00002687099,0.0001974468,0.00005561609,0.0001063363,0.00005781001,0.000009268874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002648499,"about_ca_system_score_gemma":0.00004705521,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0034575,"about_ca_topic_score_gemma":0.08217843,"domain_scores_codex":[0.9994353,0.00003191576,0.0001213686,0.0001731498,0.00005715929,0.000181088],"domain_scores_gemma":[0.9992552,0.0001042213,0.00008523551,0.0004144902,0.00005149998,0.00008939811],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003251314,0.0000127339,0.9442528,0.000005730175,0.000005264548,0.00000162715,0.00009813395,0.00002508804,0.001164635,0.00002597712,0.0008908945,0.05319195],"study_design_scores_gemma":[0.000363996,0.0001509593,0.9919883,0.000002830411,0.00002359347,0.00006438376,0.0000343344,0.0001477846,0.0001432064,0.0006980713,0.006313163,0.00006938184],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9902537,0.00001987886,0.0004310496,0.002447928,0.0003059233,0.0004170228,0.005871395,0.000005730263,0.0002473691],"genre_scores_gemma":[0.9957667,0.000007547419,0.000406772,0.0001289958,0.00002586532,0.00001727401,0.00005947031,0.000002862898,0.003584514],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07872093,"threshold_uncertainty_score":0.9345694,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02113992342705257,"score_gpt":0.2572168844251856,"score_spread":0.236076960998133,"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."}}