{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003817362,0.0004231312,0.0004230213,0.0004586147,0.0002430782,0.000790637,0.0002904586,0.0006077607,0.0009652684],"category_scores_gemma":[0.0004327008,0.000107486,0.0004634645,0.0005021557,0.0002728816,0.0005136783,0.0004587957,0.0003391905,0.0001703364],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009369513,"about_ca_system_score_gemma":0.0009314088,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005321841,"about_ca_topic_score_gemma":0.006609078,"domain_scores_codex":[0.9997173,0.00004846752,0.00002713699,0.00005609927,0.0001003128,0.00005061278],"domain_scores_gemma":[0.9998105,0.00004773375,0.00006677714,0.000005643061,0.00005594992,0.00001348162],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0006158365,0.0001824102,0.04020268,0.01628708,0.0009567113,0.002728303,0.0004134866,0.01534182,0.3770625,0.01144033,0.005441335,0.5293275],"study_design_scores_gemma":[0.0001011067,0.001912874,0.1595065,0.002612437,0.001960618,0.008252414,0.001584369,0.01815251,0.3514917,0.02435827,0.4298809,0.0001862587],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.3588965,0.6092082,0.008937391,0.002758683,0.0002325881,0.00006042602,0.00128353,0.0001075742,0.01851516],"genre_scores_gemma":[0.6789665,0.3140318,0.002482788,0.0005340647,0.00009400659,0.00002753825,0.0003952773,0.00001340307,0.003454695],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.005321841,"threshold_uncertainty_score":0.01058173,"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."}}