{"id":"W3199460874","doi":"10.1111/gcb.15883","title":"Global gross nitrification rates are dominantly driven by soil carbon‐to‐nitrogen stoichiometry and total nitrogen","year":2021,"lang":"en","type":"article","venue":"Global Change Biology","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":201,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"National Natural Science Foundation of China","keywords":"Nitrification; Autotroph; Heterotroph; Environmental chemistry; Soil carbon; Nitrous oxide; Ecosystem; Ammonium; Biomass (ecology); Chemistry; Agronomy; Nitrogen cycle; Environmental science; Nitrogen; Soil water; Ecology; Soil science; Biology; Bacteria","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009109427,0.0006259829,0.0004670598,0.0005544855,0.0001680965,0.0004924247,0.0002349512,0.0002723088,0.0007531737],"category_scores_gemma":[0.001015337,0.0002481205,0.001096568,0.0008396591,0.000275166,0.0005279079,0.0004674513,0.0002089618,0.0001276683],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002955401,"about_ca_system_score_gemma":0.0002694571,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00842739,"about_ca_topic_score_gemma":0.007497213,"domain_scores_codex":[0.9996881,0.00006347451,0.00001844087,0.0001714426,0.00002572828,0.00003278624],"domain_scores_gemma":[0.99949,0.0001528946,0.000157276,0.00007968658,0.00008199169,0.00003810343],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001840736,0.00001819449,0.9426204,0.0003545165,0.003950613,0.0001190879,0.00009270942,0.006286778,0.0340215,0.0003765448,0.000285398,0.01169021],"study_design_scores_gemma":[0.000007076491,0.00002778255,0.9904349,0.00001473499,0.0004265361,0.00004767096,0.00009293436,0.00651117,0.001557544,0.0003979699,0.000468861,0.00001296335],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9921164,0.00191631,0.003421071,0.0001038637,0.00002006295,0.000008099358,0.001444392,0.00009097505,0.00087875],"genre_scores_gemma":[0.9986851,0.0001844207,0.0004055009,0.00001893432,0.000003809692,0.000004680034,0.0006126935,0.00001224365,0.00007274843],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00842739,"threshold_uncertainty_score":0.01675665,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02194269517296528,"score_gpt":0.2577449185659416,"score_spread":0.2358022233929763,"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."}}