{"id":"W4310251770","doi":"10.1126/science.abq4062","title":"Grazing and ecosystem service delivery in global drylands","year":2022,"lang":"en","type":"article","venue":"Science","topic":"Rangeland Management and Livestock Ecology","field":"Environmental Science","cited_by":384,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Thompson Rivers University","funders":"HORIZON EUROPE Marie Sklodowska-Curie Actions; Agencia Estatal de Investigación; Fundação para a Ciência e a Tecnologia; Natural Sciences and Engineering Research Council of Canada; U.S. Bureau of Land Management; U.S. Geological Survey; Agencia Nacional de Investigación y Desarrollo; Deutsches Zentrum für integrative Biodiversitätsforschung Halle-Jena-Leipzig; Junta de Extremadura; National Research Foundation; Ministério da Ciência, Tecnologia e Ensino Superior; Generalitat Valenciana; European Regional Development Fund; Bundesministerium für Bildung und Forschung; Ferdowsi University of Mashhad; Consejo Nacional de Ciencia y Tecnología; Bayerische Forschungsallianz; European Commission; Ministerio de Ciencia e Innovación; Conselho Nacional de Desenvolvimento Científico e Tecnológico; National Natural Science Foundation of China; Comunidad de Madrid; Agence Nationale de la Recherche; Deutsche Forschungsgemeinschaft; Ministry of Environment; Northern Arizona University; Ministério da Ciência, Tecnologia e Inovação; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; Consejería de Transformación Económica, Industria, Conocimiento y Universidades; Junta de Andalucía; National Science Foundation; Universidad Nacional de Río Negro; Alexander von Humboldt-Stiftung","keywords":"Grazing; Ecosystem services; Ecosystem; Biodiversity; Conservation grazing; Grazing pressure; Abiotic component; Environmental science; Climate change; Ecology; Environmental resource management; Agroforestry; 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":[0.0003196954,0.000137366,0.000150946,0.0005094312,0.0001892989,0.0005288222,0.0001145182,0.0001376687,0.0007472681],"category_scores_gemma":[0.000856211,0.00006328077,0.0001187939,0.0008620951,0.0004232534,0.0004878692,0.0005449735,0.0001957447,0.00005777527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004867335,"about_ca_system_score_gemma":0.000190326,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01146737,"about_ca_topic_score_gemma":0.02700194,"domain_scores_codex":[0.9998883,0.00003894588,0.000007664797,0.00001887066,0.0000134767,0.00003275064],"domain_scores_gemma":[0.9996397,0.00005545291,0.0001740789,0.00001968002,0.00003474993,0.00007625933],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008107052,0.00002312902,0.9917192,0.00002794387,0.00008466975,0.00005976472,0.0004536248,0.0004364409,0.001066656,0.0003274632,0.000125983,0.00559397],"study_design_scores_gemma":[0.000001065919,0.00001388194,0.9993495,0.000003539539,0.000005951482,0.0000193205,0.0002549578,0.0001005826,0.00002616935,0.00008532893,0.0001386668,9.911325e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990871,0.0002459387,0.00005613404,0.00004842436,0.000001209415,9.642023e-7,0.0001018268,0.000001359082,0.0004570867],"genre_scores_gemma":[0.9997149,0.00009675781,0.00003650607,0.00001717689,0.000001639332,9.712056e-7,0.00008831122,7.217642e-7,0.00004306235],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01146737,"threshold_uncertainty_score":0.02280122,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004889613837072094,"score_gpt":0.199001826517782,"score_spread":0.1941122126807099,"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."}}