{"id":"W4206283511","doi":"10.1101/2022.01.07.475345","title":"Globally invariant metabolism but density-diversity mismatch in springtails","year":2022,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Soil Carbon and Nitrogen Dynamics","field":"Agricultural and Biological Sciences","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Canadian Forest Service; Université du Québec en Outaouais; Université du Québec à Montréal","funders":"Natural Resources Canada; European Social Fund; Office of Energy Research and Development; Fundamental Research Funds for the Central Universities; Natural Sciences and Engineering Research Council of Canada; Région Normandie; Russian Science Foundation; Fondo para la Investigación Científica y Tecnológica; Agence Nationale pour la Gestion des Déchets Radioactifs; Deutsches Zentrum für integrative Biodiversitätsforschung Halle-Jena-Leipzig; Vedecká Grantová Agentúra MŠVVaŠ SR a SAV; 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; Russian Foundation for Basic Research; Qatar Petroleum; Massey University; European Commission; Eesti Teadusfondi; Deutsche Forschungsgemeinschaft; Deutscher Akademischer Austauschdienst; Higher Education Commision, Pakistan","keywords":"Springtail; Tundra; Ecology; Biology; Biodiversity; Biomass (ecology); Species richness; Terrestrial ecosystem; Ecosystem; Temperate rainforest","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":[0.0002421328,0.0001855986,0.0003506665,0.000462881,0.0002367065,0.0004394152,0.0002047414,0.0002860471,0.002606751],"category_scores_gemma":[0.0008493335,0.0001933053,0.0002179096,0.0005040949,0.000254499,0.00033979,0.0004511123,0.0001703972,0.000465096],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001938197,"about_ca_system_score_gemma":0.000145491,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003891953,"about_ca_topic_score_gemma":0.006826945,"domain_scores_codex":[0.9998624,0.00001501086,0.000006249908,0.00008077156,0.00001488254,0.00002066952],"domain_scores_gemma":[0.9996864,0.00005091466,0.0001091717,0.00005812019,0.00003049946,0.00006500207],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000153639,0.00002289485,0.9566891,0.00003175938,0.000114898,0.0001146369,0.0002215435,0.0004024705,0.03571169,0.0001573044,0.0002892101,0.006090763],"study_design_scores_gemma":[0.000001487938,0.00001564737,0.9988528,0.00000131675,0.000004856221,0.00005861092,0.0000398285,0.0005265331,0.0002412886,0.0001438824,0.0001114831,0.000002315235],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984487,0.00007553782,0.0005137387,0.00001881462,0.000002092104,0.00000177872,0.0006685853,0.00001344746,0.0002571777],"genre_scores_gemma":[0.9985252,0.00002383455,0.0002158168,0.00001764403,0.000003194762,0.000004442747,0.0009373259,0.000006335844,0.0002661124],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003891953,"threshold_uncertainty_score":0.008720458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01667643219323131,"score_gpt":0.1956136475387595,"score_spread":0.1789372153455281,"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."}}