{"id":"W4323342667","doi":"10.2139/ssrn.4379482","title":"Understory N Application Overestimates the Effect of Atmospheric N Deposition on Soil N2o Emissions","year":2023,"lang":"en","type":"article","venue":"SSRN Electronic Journal","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Understory; Environmental science; Deposition (geology); Acid deposition; Atmospheric sciences; Environmental chemistry; Soil science; Soil water; Chemistry; Geography; Canopy; Geology; Geomorphology","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":[0.001640366,0.0009742949,0.0008514199,0.0006368324,0.0003613168,0.001120332,0.0004337316,0.0007572068,0.0007316226],"category_scores_gemma":[0.002108391,0.0004228157,0.0006548804,0.0005720063,0.0003988173,0.001094239,0.0009377724,0.0003229795,0.0003319739],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008480892,"about_ca_system_score_gemma":0.0008542796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03587196,"about_ca_topic_score_gemma":0.05467936,"domain_scores_codex":[0.9989181,0.0001653381,0.0001111027,0.000520676,0.0001700742,0.0001147966],"domain_scores_gemma":[0.9977081,0.001113088,0.0004584788,0.0002902749,0.0003118951,0.0001182027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008563128,0.0001126843,0.7633595,0.0008250667,0.0009801844,0.000218404,0.0001804837,0.01400507,0.1859319,0.0003127525,0.0005981206,0.03261955],"study_design_scores_gemma":[0.00002389253,0.00008061293,0.9573736,0.00004755578,0.0002645431,0.000131507,0.0001052298,0.02314091,0.01656446,0.0004883647,0.001760972,0.00001833407],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9894227,0.002211338,0.004801929,0.0001466982,0.00005546221,0.00001686171,0.0006629578,0.0001337531,0.002548231],"genre_scores_gemma":[0.9970232,0.0006473219,0.001293388,0.0001313615,0.00002143158,0.000008332039,0.0004846368,0.00003837588,0.0003518856],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03587196,"threshold_uncertainty_score":0.07132632,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005857453687942028,"score_gpt":0.216640707260143,"score_spread":0.2107832535722009,"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."}}