{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005471731,0.00004871735,0.00005685202,0.0000380565,0.0003415568,0.00002538309,0.0003165494,0.000008391492,0.0004183391],"category_scores_gemma":[0.000007782402,0.00004677255,0.000007137205,0.0008358867,0.00007015993,0.0002238592,0.0008625844,0.00005155687,0.00005583368],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002352226,"about_ca_system_score_gemma":0.00001411746,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002917331,"about_ca_topic_score_gemma":0.006562584,"domain_scores_codex":[0.9991816,0.00002991947,0.00007756717,0.00025907,0.0002254662,0.000226398],"domain_scores_gemma":[0.9998078,0.0000130109,0.00002568784,0.0001014193,0.000002215262,0.00004982474],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000007316464,0.00002312732,0.992318,0.000004464854,7.767551e-7,0.00001496192,0.0002475903,0.002350038,0.0008767958,0.000489274,0.0002565238,0.003411078],"study_design_scores_gemma":[0.0002239185,0.00005185237,0.9750417,0.000001827323,0.000002011615,0.0000143574,0.0005885651,0.00731833,0.00001300899,0.0006442501,0.01601139,0.00008872198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9837912,0.0000296789,0.00001303342,0.000335354,0.0001568168,0.0001064168,0.000003249541,0.00001519164,0.01554905],"genre_scores_gemma":[0.9995174,0.000004067906,0.0001139076,0.0002241813,0.000006031347,0.00001970637,6.244405e-7,0.000001502428,0.0001125385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01727628,"threshold_uncertainty_score":0.458052,"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."}}