{"id":"W4213048514","doi":"10.3390/w14040539","title":"Nitrogen Transport/Deposition from Paddy Ecosystem and Potential Pollution Risk Period in Southwest China","year":2022,"lang":"en","type":"article","venue":"Water","topic":"Soil and Water Nutrient Dynamics","field":"Environmental Science","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Global Institute for Water Security; University of Saskatchewan","funders":"National Natural Science Foundation of China","keywords":"Surface runoff; Environmental science; Deposition (geology); Eutrophication; Volatilisation; Hydrology (agriculture); Ecosystem; Fertilizer; Irrigation; Agriculture; Water quality; Surface water; Agronomy; Environmental engineering; Nutrient; Ecology; Chemistry; Biology; Geology; Sediment","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":[0.0001216648,0.00009309291,0.00009543489,0.00003157585,0.000220218,0.00001906729,0.00008299577,0.0000332571,0.0004295446],"category_scores_gemma":[4.46902e-7,0.00007285442,0.00003796599,0.0000539903,0.00002810497,0.0001244189,0.00009259114,0.0001202809,0.00006847794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001166234,"about_ca_system_score_gemma":0.0000016736,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006114411,"about_ca_topic_score_gemma":0.0004630627,"domain_scores_codex":[0.9991345,0.00008372117,0.0001556586,0.0002466805,0.0001832819,0.0001961025],"domain_scores_gemma":[0.9998177,0.000001490225,0.00002988138,0.0001054743,9.794655e-7,0.00004443385],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005827702,0.00005610608,0.9865852,0.000002422674,0.000006144716,0.00004004253,0.003481943,0.007009287,0.002252645,0.000001380364,0.00001038583,0.0004961378],"study_design_scores_gemma":[0.0009041383,0.00008244896,0.9815542,0.00000439384,0.00003308595,0.00003022582,0.000381154,0.01114269,0.001282254,0.003995548,0.0003907107,0.0001991649],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989152,0.00001329957,0.0001834882,0.0002506499,0.0001427125,0.0001325449,0.0002391775,0.00002636682,0.00009656672],"genre_scores_gemma":[0.9995042,0.00000577375,0.0000645963,0.00003651511,0.00002988999,0.0000280027,0.0002876492,0.00001071421,0.00003265913],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005651348,"threshold_uncertainty_score":0.9243202,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002138043978948868,"score_gpt":0.1493718148587674,"score_spread":0.1472337708798185,"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."}}