{"id":"W4361276353","doi":"10.32942/x28w2t","title":"Litter quality outweighs climate as a driver of decomposition across the tundra biome","year":2023,"lang":"en","type":"preprint","venue":"","topic":"Cryospheric studies and observations","field":"Earth and Planetary Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Natural Environment Research Council; Natural Sciences and Engineering Research Council of Canada; Societas pro Fauna et Flora Fennica; Otto A. Malm Lahjoitusrahasto; Institut National Du Cancer; Fonds Wetenschappelijk Onderzoek; Carl Tryggers Stiftelse för Vetenskaplig Forskning; Norges Forskningsråd; Qatar Petroleum; Academy of Finland; Universiteit Utrecht; Deutsche Forschungsgemeinschaft; Vlaamse regering; Polar Knowledge Canada; ArcticNet; Háskóli Íslands; Vetenskapsrådet; National Science Foundation","keywords":"Tundra; Biome; Environmental science; Litter; Decomposition; Soil water; Plant litter; Arctic; Ecology; Atmospheric sciences; Soil science; Ecosystem; Biology; Geology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001058089,0.0004330649,0.000539063,0.0006969008,0.0004563361,0.001177128,0.0002244825,0.000281822,0.0007104648],"category_scores_gemma":[0.001018102,0.0002913084,0.0005925744,0.0006626517,0.0005992382,0.0004720495,0.0006108915,0.0002513224,0.0001365911],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005673617,"about_ca_system_score_gemma":0.0004089921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03074272,"about_ca_topic_score_gemma":0.0476502,"domain_scores_codex":[0.9996179,0.0000961965,0.00002537271,0.0001502556,0.00004042751,0.00006982291],"domain_scores_gemma":[0.9990883,0.0002317223,0.0003391641,0.0001375045,0.00009529465,0.0001079794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002039372,0.00001124554,0.9637153,0.00003146652,0.0003362817,0.000058272,0.0002812949,0.0004689873,0.03159687,0.00008048134,0.00003223753,0.003183489],"study_design_scores_gemma":[8.067094e-7,0.00001403583,0.9990466,0.000002158257,0.00002191113,0.00002369393,0.00006405022,0.0003004567,0.0004518466,0.00002037247,0.00005226341,0.000001643056],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990483,0.0002841657,0.0002921366,0.00001490858,0.00000169696,0.000002373392,0.0001283954,0.000005152002,0.0002229398],"genre_scores_gemma":[0.9995292,0.00007712655,0.0001388701,0.00001021024,0.000002500767,0.000001696981,0.0001463067,0.000004795228,0.00008932453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03074272,"threshold_uncertainty_score":0.06112754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0716799962643008,"score_gpt":0.3501543705153751,"score_spread":0.2784743742510744,"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."}}