{"id":"W4221030747","doi":"10.1016/j.jglr.2022.03.012","title":"Measuring and modelling nearshore recovery of an eroded beach in Lake Michigan, USA","year":2022,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":20,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Wisconsin Sea Grant Institute, University of Wisconsin; National Science Foundation","keywords":"Bathymetry; Shore; Submarine pipeline; Beach morphodynamics; Geology; Storm; Hindcast; Wave height; Environmental science; Coastal erosion; Oceanography; Sediment transport; Sediment; Climatology; Geomorphology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001478039,0.0003131719,0.0002531931,0.0006013795,0.0007009509,0.0008581034,0.0005954099,0.0008056693,0.001080216],"category_scores_gemma":[0.0005849997,0.0003163585,0.0003929313,0.0009099108,0.0002218206,0.0005749607,0.0004785878,0.0003444592,0.0002297694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001156019,"about_ca_system_score_gemma":0.0009715974,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2771853,"about_ca_topic_score_gemma":0.526952,"domain_scores_codex":[0.9998976,0.00001090724,0.000009624281,0.00003607139,0.00001825191,0.00002747571],"domain_scores_gemma":[0.9998348,0.00003123679,0.00003876323,0.00001353312,0.00005093474,0.00003076148],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002506888,0.0002486134,0.8710681,0.00006965228,0.0002273189,0.0005589402,0.0007909791,0.09793667,0.007772746,0.0002659209,0.001733886,0.01907643],"study_design_scores_gemma":[0.00002390354,0.00009247244,0.7550082,0.00002629698,0.00006829144,0.00005245633,0.001415474,0.2408248,0.001089409,0.0001063492,0.001266976,0.00002534654],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984297,0.00001857819,0.0002838215,0.00004315614,0.000002443104,0.000006948303,0.0005629334,0.00003057652,0.0006217434],"genre_scores_gemma":[0.9979905,0.0000357475,0.0007188059,0.000007755892,0.000001728899,0.00001231367,0.0007692065,0.000006543703,0.0004574692],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2771853,"threshold_uncertainty_score":0.5511438,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0815464404885518,"score_gpt":0.2805846553276847,"score_spread":0.1990382148391329,"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."}}