{"id":"W4386928949","doi":"10.1007/s11852-023-00976-6","title":"Changing water levels and sandy barrier morphodynamics, eastern lake Ontario","year":2023,"lang":"en","type":"article","venue":"Journal of Coastal Conservation","topic":"Coastal wetland ecosystem dynamics","field":"Environmental Science","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Inlet; Beach morphodynamics; Landform; Geology; Water level; Hydrology (agriculture); Barrier island; Estuary; Wetland; Ecological succession; Sedimentary depositional environment; Ecology; Oceanography; Environmental science; Geomorphology; Geography; Sediment transport; Shore; Sediment; Structural basin","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0001748728,0.00008983786,0.0001530769,0.0003616793,0.00208117,0.001047593,0.0003898188,0.0002914073,0.002009539],"category_scores_gemma":[0.0009706379,0.0001747767,0.0001630124,0.0009773918,0.0008220667,0.0004108454,0.0006431791,0.0002494436,0.0001376155],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008694505,"about_ca_system_score_gemma":0.00627477,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9638435,"about_ca_topic_score_gemma":0.9951152,"domain_scores_codex":[0.9998642,0.00001840736,0.000006446498,0.00002397272,0.00003367708,0.00005318483],"domain_scores_gemma":[0.9995106,0.00006519911,0.0001182862,0.00001717531,0.0001487614,0.0001398983],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002051662,0.00004180245,0.9819276,0.00002516009,0.00004013736,0.0001858664,0.008757969,0.000213487,0.001882734,0.0002879008,0.0008195353,0.00561273],"study_design_scores_gemma":[0.000002753541,0.000006730423,0.9962763,0.00000327736,0.000005236113,0.00001263319,0.002975106,0.0001018357,0.00003594452,0.00002277585,0.0005549592,0.000002443836],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985408,0.00003506374,0.00002293096,0.0001056989,0.000001552071,0.000004316067,0.0001434615,0.000001910072,0.001144277],"genre_scores_gemma":[0.9985576,0.00003695801,0.0000386171,0.00002114953,7.945955e-7,0.000003523127,0.00007101059,0.000001760508,0.001268431],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03615654,"threshold_uncertainty_score":0.07273889,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01651561600709271,"score_gpt":0.2137192212996052,"score_spread":0.1972036052925125,"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."}}