{"id":"W3102507711","doi":"10.1002/esp.5033","title":"Gully prevention and control: Techniques, failures and effectiveness","year":2020,"lang":"en","type":"article","venue":"Earth Surface Processes and Landforms","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Horizon 2020 Framework Programme; National Institute of Food and Agriculture; Ministerio de Economía y Competitividad; National Science Foundation; Consejo Nacional de Ciencia y Tecnología; Canadian Institute for Advanced Research; Division of Environmental Biology; Akademie Věd České Republiky; U.S. Department of Agriculture; Agence Nationale de la Recherche","keywords":"Vegetation (pathology); Surface runoff; Environmental science; Erosion; Erosion control; Resistance (ecology); Channel (broadcasting); Soil conservation; Hydrology (agriculture); Sediment; Bank erosion; Topsoil; Geology; Soil water; Geotechnical engineering; Agriculture; Soil science; Geography; Ecology; Geomorphology; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"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":[0.0001275913,0.0001012528,0.0001466229,0.000003162813,0.0001198301,0.00006687867,0.00003714555,0.00005741812,0.0000351183],"category_scores_gemma":[0.00001877082,0.00003596867,0.00001546333,0.0001000758,0.00004444348,0.0001473086,0.00001706946,0.00006167774,0.000001231175],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":8.495942e-7,"about_ca_system_score_gemma":0.000005860947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000856286,"about_ca_topic_score_gemma":0.0002037838,"domain_scores_codex":[0.9994714,0.00001887124,0.00009339848,0.0002075112,0.00008905668,0.0001197408],"domain_scores_gemma":[0.9997398,0.00007055289,0.00003198562,0.00001416826,0.00003398234,0.0001094821],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004800921,0.00006741038,0.8097429,0.0006432976,0.0000318071,0.000006616309,0.0004102908,0.000003519456,0.0993835,0.0001931857,0.0000615594,0.08897578],"study_design_scores_gemma":[0.000886008,0.001150574,0.938226,0.0001197505,0.0000305608,0.0000113921,0.0002934179,0.0001282035,0.02458203,0.0004673413,0.03381344,0.000291257],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9964778,0.001250173,0.00007773509,0.001760631,0.000009895414,0.0002379133,0.00001838549,0.00007973656,0.00008775649],"genre_scores_gemma":[0.9989905,0.0005364147,0.0000840049,0.000293242,0.00003314194,0.000007381917,0.00002048065,9.107756e-7,0.00003396347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1284831,"threshold_uncertainty_score":0.146676,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01121270004200446,"score_gpt":0.2027743574970332,"score_spread":0.1915616574550288,"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."}}