{"id":"W4229043496","doi":"10.1002/ldr.4328","title":"Exploring the optimal grazing intensity in desert steppe based on soil nematode community and function","year":2022,"lang":"en","type":"article","venue":"Land Degradation and Development","topic":"Nematode management and characterization studies","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Natural Science Foundation of Tianjin City; National Natural Science Foundation of China","keywords":"Grazing; Steppe; Environmental science; Ecosystem; Ecology; Agronomy; Biology","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":[0.00032051,0.00006532914,0.0000755928,0.00001932748,0.0009003896,0.00005127522,0.00004662981,0.000007335309,0.00002088386],"category_scores_gemma":[0.000005669864,0.00002607032,0.000007903454,0.0001348228,0.00001438853,0.0000792788,0.0001318137,0.0001041547,0.000001285607],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001674082,"about_ca_system_score_gemma":0.000003258496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009948164,"about_ca_topic_score_gemma":0.0009415643,"domain_scores_codex":[0.9995229,0.000075625,0.0001005771,0.00009580252,0.0001233914,0.00008171786],"domain_scores_gemma":[0.9998295,0.00007401264,0.00003612169,0.00002616326,0.00001515456,0.00001905777],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005503881,0.0002705445,0.7564509,0.00004441747,0.00003600863,0.000004274669,0.003988676,0.0007206867,0.002711036,0.0004417911,0.000634867,0.2341464],"study_design_scores_gemma":[0.0001917446,0.00005557004,0.9830329,0.000008431861,0.00000269826,8.68159e-7,0.004936919,0.0007511715,0.000159554,0.00001676597,0.01076617,0.00007720017],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99834,0.00001546407,0.00008021552,0.0012122,0.00005798648,0.0001020098,0.000001381076,0.00002343822,0.0001672821],"genre_scores_gemma":[0.9989111,0.00001916487,0.00003827245,0.0008029641,0.000009322947,0.00006560374,0.0000783749,5.288603e-7,0.00007461139],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2340692,"threshold_uncertainty_score":0.692516,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1094558800129304,"score_gpt":0.2180322996272487,"score_spread":0.1085764196143183,"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."}}