{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004376291,0.0003492157,0.0001361721,0.001109525,0.00342089,0.003308421,0.0005441585,0.0006780755,0.007578274],"category_scores_gemma":[0.0007121995,0.0001260651,0.0002909354,0.0006847053,0.001010604,0.001168544,0.003089372,0.001343464,0.001120825],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008446765,"about_ca_system_score_gemma":0.01311174,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1301935,"about_ca_topic_score_gemma":0.4310298,"domain_scores_codex":[0.9995709,0.00006995239,0.0000291886,0.00004746795,0.0001931679,0.0000893067],"domain_scores_gemma":[0.9995493,0.00002553152,0.00005041828,0.00002203131,0.0002482352,0.0001045369],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006244238,0.0002351266,0.0295839,0.0007059361,0.00004445873,0.002219468,0.00650679,0.004243644,0.0198696,0.2146937,0.1294221,0.5924128],"study_design_scores_gemma":[0.000003478159,0.00007210141,0.01398448,0.000441086,0.00001787036,0.0004573738,0.003165987,0.00191372,0.00263359,0.01223336,0.965028,0.00004892127],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1860137,0.02305224,0.04285777,0.06263758,0.001240546,0.00052622,0.001312994,0.001475856,0.680883],"genre_scores_gemma":[0.6337479,0.01131311,0.06497557,0.007275462,0.000206794,0.0002400741,0.0006384111,0.0002690705,0.2813337],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1301935,"threshold_uncertainty_score":0.2588713,"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."}}