{"id":"W3021537965","doi":"10.3390/atmos11050450","title":"A Review of Ongoing Advancements in Soil and Water Assessment Tool (SWAT) for Nitrous Oxide (N2o) Modeling","year":2020,"lang":"en","type":"review","venue":"Atmosphere","topic":"Hydrology and Watershed Management Studies","field":"Environmental Science","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; University of Guelph","funders":"","keywords":"Environmental science; Denitrification; Biogeochemical cycle; Nitrification; Leaching (pedology); Soil water; Nitrogen cycle; Nitrous oxide; Soil and Water Assessment Tool; Environmental chemistry; Nitrogen; Soil science; Ecology; Chemistry; Streamflow; Drainage basin","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":[0.001477697,0.001530734,0.001164082,0.002581621,0.0004059037,0.001830207,0.002375574,0.001139695,0.004532692],"category_scores_gemma":[0.003198416,0.0006818859,0.001928797,0.003983446,0.0003973097,0.002845562,0.0009458087,0.001367294,0.002519731],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007101588,"about_ca_system_score_gemma":0.001647215,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007030532,"about_ca_topic_score_gemma":0.004699445,"domain_scores_codex":[0.9990466,0.0001559348,0.0001442688,0.0002150278,0.0003825473,0.000055696],"domain_scores_gemma":[0.9981255,0.0009159295,0.0001484215,0.0001176418,0.0006135819,0.00007890544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00007975307,0.0001139584,0.004028963,0.01357346,0.0002496977,0.0002687596,0.0001851494,0.03711714,0.004837689,0.01364736,0.06508322,0.8608149],"study_design_scores_gemma":[0.00001635922,0.00009176056,0.00234981,0.002850762,0.0003148849,0.0003966081,0.000187408,0.04214355,0.003519345,0.009668624,0.9383177,0.000143291],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009170127,0.7425449,0.2083037,0.003876193,0.002966281,0.0001953839,0.006174216,0.004700288,0.0220689],"genre_scores_gemma":[0.03259031,0.8411701,0.1092694,0.001010488,0.001676792,0.0002124075,0.007583602,0.001232384,0.005254583],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.007030532,"threshold_uncertainty_score":0.01516336,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02330798717897147,"score_gpt":0.2988344508348276,"score_spread":0.2755264636558561,"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."}}