{"id":"W1988208547","doi":"10.1002/hyp.1400","title":"Experimental investigation of runoff reduction and sediment removal by vegetated filter strips","year":2004,"lang":"en","type":"article","venue":"Hydrological Processes","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":138,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Surface runoff; Sediment; Environmental science; Filter (signal processing); Hydrology (agriculture); Infiltration (HVAC); Deposition (geology); Buffer strip; Vegetation (pathology); Soil science; Geology; Geotechnical engineering; Geomorphology; Materials science; Ecology","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":[0.0001133537,0.0001188052,0.0001454811,0.000008694247,0.0001152579,0.00001713336,0.00008446802,0.0001045107,0.000152942],"category_scores_gemma":[0.00002332815,0.00004681041,0.00002926104,0.0002134762,0.0001767535,0.0001265911,0.00001998679,0.00009018451,0.000005104053],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001475909,"about_ca_system_score_gemma":0.000009980012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006898589,"about_ca_topic_score_gemma":0.000005371477,"domain_scores_codex":[0.9991378,0.00003126818,0.0002174327,0.0002637116,0.0001982557,0.0001515335],"domain_scores_gemma":[0.9997213,0.00003547515,0.00007709736,0.00002806847,0.00004516605,0.00009285471],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006668301,0.0001343074,0.001263921,0.00001551173,0.000005524453,0.000002796695,0.0001599834,0.00002375158,0.9975081,0.00004946911,0.0001586707,0.0006112684],"study_design_scores_gemma":[0.0004864707,0.0009173427,0.01551039,0.00003114914,0.00001225214,0.00002895749,0.000254492,0.0000187563,0.9804063,0.00104787,0.001128053,0.0001579932],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975616,0.0009520687,0.000004661309,0.001009116,0.0000517698,0.0001520381,0.00001168093,0.00007094949,0.0001861015],"genre_scores_gemma":[0.9993286,0.00007852521,0.0001096569,0.0002627372,0.00004779029,0.00001592447,0.0001169081,7.922782e-7,0.00003910167],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01710184,"threshold_uncertainty_score":0.1908873,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02298080631972213,"score_gpt":0.2158924306652679,"score_spread":0.1929116243455458,"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."}}