{"id":"W4319345875","doi":"10.1038/s41467-023-36216-6","title":"Globally invariant metabolism but density-diversity mismatch in springtails","year":2023,"lang":"en","type":"article","venue":"Nature Communications","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":133,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Canadian Forest Service; Université du Québec en Outaouais; Western University; Université du Québec à Montréal","funders":"Fondo para la Investigación Científica y Tecnológica; Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada; Russian Science Foundation; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Vedecká Grantová Agentúra MŠVVaŠ SR a SAV; Office of Energy Research and Development; Latvijas Zinātnes Padome; Fundamental Research Funds for the Central Universities; European Commission; Eesti Teadusfondi; Ministerio de Ciencia e Innovación; Agencia Nacional de Promoción Científica y Tecnológica; Australian Government; Agence Nationale de la Recherche; Nederlandse Organisatie voor Wetenschappelijk Onderzoek; Carl Tryggers Stiftelse för Vetenskaplig Forskning; Massey University; National Natural Science Foundation of China; Qatar Petroleum; Russian Foundation for Basic Research; Deutsche Forschungsgemeinschaft; Fundação de Amparo à Pesquisa e Inovação do Estado de Santa Catarina; Deutscher Akademischer Austauschdienst; Higher Education Commision, Pakistan","keywords":"Springtail; Tundra; Ecology; Species richness; Biodiversity; Biology; Biomass (ecology); Terrestrial ecosystem; Ecosystem","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":[0.0003711533,0.00009401186,0.0001347515,0.00002993481,0.0003922464,0.00004385061,0.001291484,0.0002338852,0.00002187321],"category_scores_gemma":[0.0001144752,0.00004592724,0.00007771418,0.001053557,0.00006241493,0.00007598806,0.001533738,0.0005423286,0.0000994123],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006380958,"about_ca_system_score_gemma":0.00001210635,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003108798,"about_ca_topic_score_gemma":0.05293554,"domain_scores_codex":[0.9991574,0.0001347658,0.0001375919,0.0001678089,0.0001949229,0.0002074873],"domain_scores_gemma":[0.9992818,0.0002042672,0.00004828379,0.0003112598,0.00008504164,0.00006940939],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007334132,0.0005789709,0.6910933,0.00001292008,0.0001181698,0.00006342496,0.0009738738,0.00002952221,0.07934263,0.2037124,0.00607108,0.0179303],"study_design_scores_gemma":[0.0001090856,0.000007730027,0.9881467,0.000006876622,0.00001238444,0.000003993644,0.0004125766,0.001416978,0.0002207005,0.001803786,0.00773396,0.000125233],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9852725,0.0006783622,3.712221e-7,0.00921511,0.0001135697,0.0001235126,0.00003485494,0.0001674419,0.004394267],"genre_scores_gemma":[0.9980206,0.000538557,0.0003444004,0.0007799703,0.00003856023,0.0000076317,0.0001384958,7.806772e-7,0.0001309612],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2970533,"threshold_uncertainty_score":0.9643459,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02962151350092793,"score_gpt":0.2541543797204921,"score_spread":0.2245328662195642,"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."}}