{"id":"W4212765608","doi":"10.1029/2021gb007163","title":"Global Patterns and Controls of Nutrient Immobilization on Decomposing Cellulose in Riverine Ecosystems","year":2022,"lang":"en","type":"article","venue":"Global Biogeochemical Cycles","topic":"Freshwater macroinvertebrate diversity and ecology","field":"Environmental Science","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo; University of New Brunswick; University of British Columbia; Trent University; Ontario Tech University; University of Regina; Memorial University of Newfoundland; International Institute for Sustainable Development; Université du Québec à Montréal","funders":"Biological and Environmental Research; Natural Sciences and Engineering Research Council of Canada; Office of Science; Secretaría de Educación Superior, Ciencia, Tecnología e Innovación; Oak Ridge National Laboratory; Huron Mountain Wildlife Foundation; UT-Battelle; Battelle; U.S. Department of Energy","keywords":"Nutrient; Riparian zone; Phosphorus; Nutrient cycle; Environmental science; Organic matter; Ecosystem; Litter; Environmental chemistry; Eutrophication; Substrate (aquarium); Ecology; Decomposition; Chemistry; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.000100626,0.0001006169,0.0001669239,0.00001642443,0.00007009402,0.000009862607,0.0001614916,0.00004687597,0.0007731426],"category_scores_gemma":[0.0000106622,0.0001048641,0.00003767484,0.0001927941,0.0001086477,0.00005457081,0.0004640151,0.00005404314,0.00002284424],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004649739,"about_ca_system_score_gemma":0.000004871989,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004323682,"about_ca_topic_score_gemma":0.001980506,"domain_scores_codex":[0.9990783,0.00007120516,0.0001884312,0.000270395,0.0001791785,0.0002124426],"domain_scores_gemma":[0.9997381,0.0000206955,0.00006807772,0.000101027,0.000003862546,0.00006825914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001651627,0.0002280818,0.9862186,0.00001329379,0.000006945232,0.0000186926,0.00004224492,0.001180445,0.01071382,0.0004573671,0.0006587748,0.0002965875],"study_design_scores_gemma":[0.006892135,0.001380018,0.8276635,0.00007132709,0.00006144977,0.0001161186,0.00101887,0.0325419,0.1056023,0.01575342,0.00797842,0.0009205299],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979886,0.00004642279,0.00002897045,0.0001307086,0.00009103971,0.0001741411,0.0008547058,0.00001472252,0.0006707223],"genre_scores_gemma":[0.9996576,0.000008654842,0.00004780537,0.0001537129,0.000006489624,0.000008017408,0.0001132043,0.000002072246,0.000002444089],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1585551,"threshold_uncertainty_score":0.846537,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006544080566268519,"score_gpt":0.2034782450550746,"score_spread":0.196934164488806,"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."}}