{"id":"W4413122263","doi":"10.3390/environments12080272","title":"Pesticide Degradation: Impacts on Soil Fertility and Nutrient Cycling","year":2025,"lang":"en","type":"article","venue":"Environments","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":40,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada; Canada Foundation for Innovation","keywords":"Cycling; Nutrient cycle; Environmental science; Degradation (telecommunications); Pesticide degradation; Pesticide; Nutrient; Soil fertility; Soil retrogression and degradation; Fertility; Environmental chemistry; Agronomy; Soil water; Chemistry; Soil science; Ecology; Biology; Forestry; Geography; Computer science; Environmental health","routes":{"ca_aff":true,"ca_fund":true,"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":[0.00008024945,0.00007895933,0.00007396517,0.000006547325,0.000107057,0.00002227533,0.00006140103,0.00004400787,0.0000517922],"category_scores_gemma":[0.00002765342,0.00003291363,0.00002769422,0.0000669784,0.00003812198,0.00003181047,0.00004531395,0.00006200164,0.00002005873],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003923177,"about_ca_system_score_gemma":0.000001776392,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005510731,"about_ca_topic_score_gemma":0.00008274355,"domain_scores_codex":[0.9994668,0.00002870195,0.00008482407,0.0001799216,0.0001096662,0.0001300903],"domain_scores_gemma":[0.9997936,0.00007922354,0.0000255556,0.00004070812,0.000001961972,0.00005898228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002143805,0.0004759449,0.6626204,0.0000129026,0.00004888124,0.00000921807,0.0000829847,0.00008254367,0.223634,0.0007620771,0.0004243036,0.1116324],"study_design_scores_gemma":[0.0001183565,0.0000575444,0.9888673,0.00001037227,0.000008521634,2.737087e-7,0.00004571342,0.0005853306,0.00833867,0.0004770398,0.001425431,0.00006541935],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976559,0.0001011139,0.00001273497,0.0006974245,0.00005611556,0.00007659343,0.000005873738,0.0000169297,0.0013773],"genre_scores_gemma":[0.9986607,0.00003907366,0.00001805039,0.0005416511,0.00001643562,0.000005525073,0.00002033789,3.735617e-7,0.0006978761],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3262469,"threshold_uncertainty_score":0.1342179,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01179494380543598,"score_gpt":0.2185918054056848,"score_spread":0.2067968616002488,"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."}}