{"id":"W3024712248","doi":"10.5194/bg-18-669-2021","title":"Implementation of nitrogen cycle in the CLASSIC land model","year":2021,"lang":"en","type":"article","venue":"Biogeosciences","topic":"Atmospheric and Environmental Gas Dynamics","field":"Environmental Science","cited_by":39,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"","keywords":"Biogeochemical cycle; Environmental science; Nitrogen cycle; Carbon cycle; Nitrification; Atmospheric sciences; Denitrification; Primary production; Ecosystem; Nitrogen; Soil science; Environmental chemistry; Chemistry; Ecology; Biology; Geology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.0003411352,0.0006174122,0.0005025697,0.0003639983,0.0006119384,0.001019366,0.002340025,0.0005774805,0.009284113],"category_scores_gemma":[0.0009791674,0.0003003408,0.0005671605,0.0005171426,0.0005286834,0.000822279,0.0008279561,0.0007233366,0.0007193705],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005312878,"about_ca_system_score_gemma":0.004123841,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.4566498,"about_ca_topic_score_gemma":0.3692088,"domain_scores_codex":[0.9997949,0.0000301642,0.000009321098,0.00005000654,0.00007268273,0.00004296604],"domain_scores_gemma":[0.9996648,0.00004714018,0.00001667492,0.00006123626,0.0001623143,0.00004779849],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001478024,0.00004585626,0.004994179,0.00009205975,0.00006107079,0.0001001421,0.0001001802,0.9428768,0.002522839,0.02805877,0.007193655,0.01380665],"study_design_scores_gemma":[0.0000934143,0.00002531023,0.001314784,0.000009740038,0.0000235448,0.00001758748,0.00003148732,0.9804255,0.001050567,0.003163814,0.01382347,0.00002081236],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5019923,0.0006409701,0.1498013,0.001414294,0.0005300457,0.0004957884,0.02884708,0.01640832,0.2998698],"genre_scores_gemma":[0.9232785,0.0001959276,0.05207624,0.0002070596,0.000042634,0.0001956865,0.006946285,0.0008237012,0.0162341],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4566498,"threshold_uncertainty_score":0.9079837,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01100488062844514,"score_gpt":0.2407617804233406,"score_spread":0.2297568997948954,"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."}}