{"id":"W4391536517","doi":"10.1016/j.soilbio.2024.109350","title":"Glyphosate-based restoration of a degraded grassland threatens soil health and the diversity of nematode communities","year":2024,"lang":"en","type":"article","venue":"Soil Biology and Biochemistry","topic":"Nematode management and characterization studies","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Victoria","funders":"University of Florida","keywords":"Grassland; Glyphosate; Diversity (politics); Nematode; Agroforestry; Environmental science; Agronomy; Ecology; Geography; Biology; Political science","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":[0.0001777092,0.00006883065,0.0001590327,0.000007271482,0.0002363613,0.00001314986,0.00007003774,0.00005320742,0.000006873575],"category_scores_gemma":[0.00000945369,0.00002367501,0.00003195424,0.0000860537,0.0004813358,0.00001955579,0.0001375372,0.00005130602,2.150791e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003138494,"about_ca_system_score_gemma":0.000007923783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007645776,"about_ca_topic_score_gemma":0.0003178363,"domain_scores_codex":[0.9996101,0.00005928479,0.0001274191,0.00008907771,0.00004068871,0.00007348289],"domain_scores_gemma":[0.9996987,0.0001445174,0.00007366738,0.00003558016,0.00002766565,0.00001987486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007610183,0.0001249151,0.5194607,0.001464981,0.0003068712,0.000002198482,0.00342139,0.000001516071,0.4501619,0.008374216,0.001105865,0.01481445],"study_design_scores_gemma":[0.00420507,0.001135094,0.6304225,0.001172375,0.0003125844,0.00002421556,0.04077129,0.001667166,0.2993734,0.01764933,0.002323822,0.0009431175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935948,0.002977884,0.000004396939,0.003159548,0.0000269646,0.00006069051,0.00003926318,0.00001773182,0.0001187762],"genre_scores_gemma":[0.9990006,0.0006657177,0.000003061678,0.000116518,0.00001963563,0.000003568415,0.0001385875,3.278704e-7,0.00005197505],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1507885,"threshold_uncertainty_score":0.1817924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02416121995180698,"score_gpt":0.2385794099639269,"score_spread":0.21441819001212,"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."}}