{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001413959,0.0002994136,0.000396625,0.00001750807,0.0001826828,0.00007631809,0.0002523323,0.0003406241,0.00003567142],"category_scores_gemma":[0.0001145766,0.0001574028,0.0001236125,0.001139155,0.0001352807,0.00006661624,0.0002591381,0.00009887608,0.00002644398],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001606918,"about_ca_system_score_gemma":0.00002351596,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002368576,"about_ca_topic_score_gemma":0.0040395,"domain_scores_codex":[0.9980741,0.0002040461,0.0002725863,0.0006894871,0.0001647656,0.0005950138],"domain_scores_gemma":[0.9991758,0.00006867334,0.0001368908,0.0001262498,0.0001815672,0.0003108005],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007434703,0.00008726737,0.9606574,0.000006687729,0.00005198026,0.00002081878,0.00002662944,1.878305e-7,0.01703979,0.000330911,0.0002169805,0.02148707],"study_design_scores_gemma":[0.0007345167,0.0005392747,0.9845476,0.0000245513,0.00008806215,0.0002429282,0.001009127,0.0005538776,0.002831205,0.005160316,0.003475109,0.0007934553],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.989606,0.005373266,0.000003715712,0.001542075,0.0003495578,0.0002755121,0.00230787,0.00009793408,0.0004440327],"genre_scores_gemma":[0.9971347,0.0003732823,0.0000797667,0.001058749,0.0004581463,0.00007088694,0.0008018583,0.000002256255,0.00002032418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02389024,"threshold_uncertainty_score":0.6418702,"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."}}