{"id":"W4386053385","doi":"10.34237/1009132","title":"Mixed sediment for sustainable ecosystem restoration of Louisiana","year":2023,"lang":"en","type":"article","venue":"Shore & Beach","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"WSP (Canada)","funders":"","keywords":"Sediment; Wetland; Marsh; Environmental science; Salt marsh; Sedimentary budget; Restoration ecology; Ecosystem; Hydrology (agriculture); Sediment transport; Ecology; Geology; Oceanography; Geomorphology","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":[0.0003691531,0.00007643444,0.0001285135,0.00001778221,0.0001023108,0.0000169329,0.0001180956,0.00006523276,0.00007009515],"category_scores_gemma":[0.00001941165,0.00003078552,0.0000825062,0.0003395678,0.00001321172,0.00006620524,0.00001459348,0.00003467629,0.00001472676],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002535622,"about_ca_system_score_gemma":0.00001011009,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007877658,"about_ca_topic_score_gemma":0.0002399863,"domain_scores_codex":[0.9992039,0.00002371865,0.000193627,0.0001692131,0.0001851057,0.0002244616],"domain_scores_gemma":[0.9996768,0.00006796692,0.00004972094,0.0000469917,0.0001040472,0.00005451836],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005260483,0.0006271742,0.05688669,0.0007420998,0.0001073996,0.00004830329,0.00236434,0.000246457,0.4762914,0.05545001,0.3298578,0.07685233],"study_design_scores_gemma":[0.001032665,0.001693693,0.2460459,0.000108541,0.00007425938,0.000002502793,0.02464606,0.002140328,0.05652889,0.002479842,0.6646605,0.0005867934],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9970441,0.00006324225,0.00001780666,0.00125648,0.0001457748,0.0004108373,0.00003677756,0.0001028592,0.0009221003],"genre_scores_gemma":[0.9970542,0.00000846995,0.00002663266,0.00004862498,0.0001124074,0.00005508503,0.0006314075,9.705868e-7,0.002062157],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4197625,"threshold_uncertainty_score":0.1255397,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03661885557919934,"score_gpt":0.2399279664080908,"score_spread":0.2033091108288915,"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."}}