{"id":"W4408977982","doi":"10.1016/j.geoderma.2025.117246","title":"Kinetics and dynamics of dissolved organic nitrogen, and nitrogen cycling genes in the soil profile of an irrigated vineyard with surface-applied organic amendments","year":2025,"lang":"en","type":"article","venue":"Geoderma","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agriculture and Agri-Food Canada; Government of Canada","keywords":"Vineyard; Cycling; Nitrogen; Environmental science; Nitrogen cycle; Environmental chemistry; Soil science; Chemistry; Forestry; Biology; Horticulture; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001662882,0.0001725068,0.0002723202,0.00002339356,0.00007610939,0.000031415,0.0002143058,0.00009832472,0.00002614172],"category_scores_gemma":[0.00001404555,0.00007018614,0.0000276729,0.0005242505,0.0001471726,0.00004662144,0.00009638027,0.000110646,4.709775e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002122583,"about_ca_system_score_gemma":0.00001580112,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003155526,"about_ca_topic_score_gemma":0.006016602,"domain_scores_codex":[0.9989603,0.00007600564,0.0002919992,0.0002585818,0.0001816015,0.0002315543],"domain_scores_gemma":[0.9995326,0.0001061026,0.000130128,0.0001048717,0.00007332369,0.00005300449],"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":[0.00009963449,0.0001767001,0.2589743,0.00004436013,0.00005765794,0.000003236454,0.000244892,0.00004055543,0.7369227,0.000192219,0.00000253022,0.003241199],"study_design_scores_gemma":[0.002230474,0.0009486827,0.4872003,0.000125635,0.0003099504,0.00004493949,0.00694895,0.05808673,0.4355806,0.007848335,0.00002027028,0.0006550737],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989102,0.0002934998,0.00000689637,0.0002180548,0.00001820633,0.000314538,0.0000600235,0.00002260983,0.0001559917],"genre_scores_gemma":[0.9994425,0.00008572777,0.000198345,0.00009937947,0.00001127293,0.000008231608,0.0001370169,0.00000285202,0.00001473946],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3013422,"threshold_uncertainty_score":0.3357405,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007561161756729986,"score_gpt":0.2040057184369107,"score_spread":0.1964445566801807,"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."}}