{"id":"W2593165328","doi":"10.3390/w9030167","title":"Influence Mechanisms of Rainfall and Terrain Characteristics on Total Nitrogen Losses from Regosol","year":2017,"lang":"en","type":"article","venue":"Water","topic":"Soil erosion and sediment transport","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"National Natural Science Foundation of China","keywords":"Regosol; Environmental science; Surface runoff; Hydrology (agriculture); Terrain; Nonpoint source pollution; Arable land; Interflow; Precipitation; Soil science; Soil classification; Soil water; Agriculture; Geology; Geography; Meteorology; Ecology; Geotechnical engineering","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":[0.00006275933,0.00007886098,0.0001163822,0.000003828214,0.0001443633,0.00005169048,0.0001453207,0.00005428085,0.0001967742],"category_scores_gemma":[0.0000131738,0.00002420724,0.00003195519,0.000007412763,0.00006497765,0.00008248902,0.00003884256,0.00004378621,0.00002209289],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002541026,"about_ca_system_score_gemma":0.000001180169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005094218,"about_ca_topic_score_gemma":0.00008751166,"domain_scores_codex":[0.9994915,0.00001175955,0.0001170422,0.0001485824,0.0001103723,0.0001207247],"domain_scores_gemma":[0.9997818,0.00002228463,0.0000493076,0.00007524728,0.00002061705,0.00005078514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00003912002,0.00002888203,0.04013229,0.0000023302,0.000006420779,0.000006004694,0.0001929163,1.974506e-7,0.9567329,0.00008796905,0.00002559529,0.002745372],"study_design_scores_gemma":[0.0001215381,0.0001358972,0.6495546,0.00002150934,0.000006689238,0.000001138186,0.00002473468,0.000007798309,0.3471136,0.002213619,0.0007163347,0.00008252582],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9987945,0.000003179034,0.000001369317,0.0008044722,0.00005436638,0.00006566392,0.00009149159,0.00001479374,0.0001701446],"genre_scores_gemma":[0.9993786,0.000007435603,0.00002715239,0.000322838,0.00004755229,0.000003563599,0.00005917963,6.07595e-7,0.000153029],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6096193,"threshold_uncertainty_score":0.2154539,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01389499778875823,"score_gpt":0.2073837593856655,"score_spread":0.1934887615969073,"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."}}