{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004124931,0.0002116489,0.000313513,0.001027097,0.0003034559,0.0006039186,0.0001846847,0.0002771454,0.0005534978],"category_scores_gemma":[0.0004750508,0.0001750069,0.0001870738,0.0007530349,0.0005727122,0.0003327197,0.000567266,0.000138518,0.0000645568],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003065215,"about_ca_system_score_gemma":0.0001529606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003935603,"about_ca_topic_score_gemma":0.01002462,"domain_scores_codex":[0.9997944,0.00004545965,0.00001881188,0.00008739693,0.00002512209,0.00002876097],"domain_scores_gemma":[0.9995371,0.0001009979,0.0002048096,0.00003799347,0.00006823404,0.00005079716],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001262386,0.00003084331,0.9075943,0.00004937366,0.0001805257,0.00005987171,0.00047992,0.0008162966,0.08486577,0.0001497079,0.00005377963,0.005593392],"study_design_scores_gemma":[0.000001419109,0.00001521192,0.9989832,0.00000161526,0.000007310622,0.00001570729,0.00008019219,0.0003377359,0.0004679952,0.00002889478,0.00005795924,0.000002721015],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996752,0.00004730636,0.00007319605,0.000004541642,2.966177e-7,0.000001183782,0.0000773819,0.000002268218,0.0001187431],"genre_scores_gemma":[0.9997275,0.00002785393,0.00008416309,0.000003721146,8.038606e-7,0.000002598291,0.0001026264,0.000001273964,0.00004942722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003935603,"threshold_uncertainty_score":0.007825375,"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."}}