{"id":"W4391515118","doi":"10.1016/j.jglr.2024.102302","title":"Morphodynamics and Sand Volumetric Changes within Engineered Great Lakes Pocket Beaches: Varied Responses to a Meter-scale Lake-level Rise, Chicago Lakefront","year":2024,"lang":"en","type":"article","venue":"Journal of Great Lakes Research","topic":"Coastal and Marine Dynamics","field":"Earth and Planetary Sciences","cited_by":11,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"Illinois Department of Natural Resources","keywords":"Beach morphodynamics; Overwash; Shore; Subaerial; Geology; Littoral zone; Longshore drift; Coastal geography; Beach ridge; Oceanography; Hydrology (agriculture); Barrier island; Physical geography; Sediment transport; Sediment; Geography; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002985237,0.0003193719,0.000549108,0.001868677,0.0002835393,0.0006487229,0.0005242507,0.0001746547,0.0007339825],"category_scores_gemma":[0.0007763713,0.000233124,0.0001462002,0.001818848,0.0002529039,0.000401563,0.000156262,0.001018967,0.00004521388],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004131337,"about_ca_system_score_gemma":0.0002499192,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006548503,"about_ca_topic_score_gemma":0.06313007,"domain_scores_codex":[0.9965891,0.0004179728,0.0005538613,0.0004540075,0.00125879,0.0007262351],"domain_scores_gemma":[0.9973496,0.001199147,0.000104097,0.0003039295,0.0003865226,0.0006566898],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.006797545,0.0002961183,0.2761107,0.001282013,0.001415869,0.003483633,0.01204303,0.003062601,0.004916851,0.0002947397,0.01584375,0.6744531],"study_design_scores_gemma":[0.002347684,0.01059505,0.6660032,0.001009998,0.0003408358,0.003448009,0.002171243,0.1511533,0.0005009702,0.002723206,0.1582811,0.001425374],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888695,0.00480431,0.000778247,0.001861287,0.0005670809,0.0003567481,0.001529755,0.00005028739,0.001182804],"genre_scores_gemma":[0.9845492,0.0008325052,0.003855428,0.00008997454,0.0004434481,0.00000561362,0.00009641913,0.00002813297,0.01009926],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6730278,"threshold_uncertainty_score":0.9539654,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05204055393157247,"score_gpt":0.2904261190725172,"score_spread":0.2383855651409447,"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."}}