{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007054163,0.0001201331,0.0001838285,0.0001390719,0.0001183546,0.00007115342,0.0001111464,0.00005572259,0.0006594262],"category_scores_gemma":[0.00002934756,0.00009192139,0.00005924058,0.0001773492,0.00004939964,0.0004876026,0.0002618372,0.0001564916,0.0001336515],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001059467,"about_ca_system_score_gemma":0.00002717055,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001373908,"about_ca_topic_score_gemma":0.300119,"domain_scores_codex":[0.9988467,0.00004035302,0.0003816046,0.0001289841,0.0003299532,0.0002724476],"domain_scores_gemma":[0.9995331,0.00004181002,0.0001778547,0.000100121,0.00003532882,0.0001117467],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000820472,0.00001941014,0.9777129,0.00002056931,0.00003101055,0.00008784609,0.003155055,0.001385398,0.01130188,0.00001486832,0.0005656953,0.005623334],"study_design_scores_gemma":[0.00118586,0.0002176878,0.9155412,0.0001122342,0.00004497932,0.0003610257,0.0008929368,0.05631016,0.0007053614,0.0009083337,0.02339708,0.0003231476],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9967182,0.000002543585,0.001424403,0.0005631059,0.0003009614,0.00009681255,0.00002294918,0.00001930617,0.0008517167],"genre_scores_gemma":[0.9920849,0.00000395906,0.0002201223,0.0001657739,0.0000523019,0.000001683542,0.00002233981,0.00001460365,0.007434358],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2987451,"threshold_uncertainty_score":0.7220254,"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."}}