{"id":"https://openalex.org/W4407220148","doi":"https://doi.org/10.1111/gcb.71165","title":"Using Artificial Intelligence to Optimize Ecological Restoration for Climate and Biodiversity","display_name":"Using Artificial Intelligence to Optimize Ecological Restoration for Climate and Biodiversity","publication_year":2026,"publication_date":"2026-11-01","ids":{"openalex":"https://openalex.org/W4407220148","doi":"https://doi.org/10.1111/gcb.71165","pmid":"https://pubmed.ncbi.nlm.nih.gov/43003762","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13747821"},"language":"en","primary_location":{"id":"doi:10.1111/gcb.71165","doi":"https://doi.org/10.1111/gcb.71165","is_oa":true,"landing_page_url":"https://doi.org/10.1111/gcb.71165","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/gcb.71165","source":{"id":"https://openalex.org/S74970393","display_name":"Global Change Biology","issn_l":"1354-1013","issn":["1354-1013","1365-2486"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-a","jufo-3","ki-jl-2","medline","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Global Change Biology","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","pubmed"],"open_access":{"is_oa":true,"oa_status":"hybrid","oa_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/gcb.71165","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5010657520","display_name":"Daniele Silvestro","orcid":"https://orcid.org/0000-0003-0100-0961","observed_orcids":["https://orcid.org/0000-0003-0100-0961","https://orcid.org/0000-0003-4894-584X"]},"institutions":[{"id":"https://openalex.org/I12708293","display_name":"SIB Swiss Institute of Bioinformatics","ror":"https://ror.org/002n09z45","country_code":"CH","type":"nonprofit","lineage":["https://openalex.org/I12708293"]},{"id":"https://openalex.org/I35440088","display_name":"ETH Zurich","ror":"https://ror.org/05a28rw58","country_code":"CH","type":"education","lineage":["https://openalex.org/I2799323385","https://openalex.org/I35440088"]},{"id":"https://openalex.org/I881427289","display_name":"University of Gothenburg","ror":"https://ror.org/01tm6cn81","country_code":"SE","type":"education","lineage":["https://openalex.org/I881427289"]}],"countries":["CH","SE"],"is_corresponding":true,"raw_author_name":"Daniele Silvestro","raw_affiliation_strings":["Captain Technologies Ltd, London, UK","Department of Biosystems Science and Engineering, ETH Zurich, Basel, Switzerland","Gothenburg Global Biodiversity Centre, Department of Biological and Environmental Sciences, University of Gothenburg, Gothenburg, Sweden","Swiss Institute of Bioinformatics, Basel, Switzerland","ETH Zurich, University of Gothenburg, Captain Technologies LTD"],"raw_orcid":"https://orcid.org/0000-0003-0100-0961","affiliations":[{"raw_affiliation_string":"Captain Technologies Ltd, London, UK","institution_ids":[]},{"raw_affiliation_string":"Department of Biosystems Science and Engineering, ETH Zurich, Basel, Switzerland","institution_ids":["https://openalex.org/I35440088"]},{"raw_affiliation_string":"Gothenburg Global Biodiversity Centre, Department of Biological and Environmental Sciences, University of Gothenburg, Gothenburg, Sweden","institution_ids":["https://openalex.org/I881427289"]},{"raw_affiliation_string":"Swiss Institute of Bioinformatics, Basel, Switzerland","institution_ids":["https://openalex.org/I12708293"]},{"raw_affiliation_string":"ETH Zurich, University of Gothenburg, Captain Technologies LTD","institution_ids":["https://openalex.org/I35440088","https://openalex.org/I881427289"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5018334259","display_name":"Stefano Goria","orcid":"https://orcid.org/0009-0007-9882-0419","observed_orcids":["https://orcid.org/0009-0007-9882-0419"]},"institutions":[{"id":"https://openalex.org/I4405267030","display_name":"Thymia Limited (United Kingdom)","ror":"https://ror.org/00xfgd232","country_code":"GB","type":"company","lineage":["https://openalex.org/I4405267030"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Stefano Goria","raw_affiliation_strings":["Captain Technologies Ltd, London, UK","Thymia Ltd, London, UK","Thymia Ltd, Captain Technologies LTD"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Captain Technologies Ltd, London, UK","institution_ids":[]},{"raw_affiliation_string":"Thymia Ltd, London, UK","institution_ids":["https://openalex.org/I4405267030"]},{"raw_affiliation_string":"Thymia Ltd, Captain Technologies LTD","institution_ids":["https://openalex.org/I4405267030"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5088708722","display_name":"E\u2010Ping Rau","orcid":"https://orcid.org/0000-0001-6344-9655","observed_orcids":["https://orcid.org/0000-0001-6344-9655"]},"institutions":[{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"education","lineage":["https://openalex.org/I23923803"]},{"id":"https://openalex.org/I881427289","display_name":"University of Gothenburg","ror":"https://ror.org/01tm6cn81","country_code":"SE","type":"education","lineage":["https://openalex.org/I881427289"]},{"id":"https://openalex.org/I909854389","display_name":"London School of Economics and Political Science","ror":"https://ror.org/0090zs177","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I909854389"]}],"countries":["GB","SE"],"is_corresponding":false,"raw_author_name":"E-Ping Rau","raw_affiliation_strings":["Gothenburg Global Biodiversity Centre, Department of Biological and Environmental Sciences, University of Gothenburg, Gothenburg, Sweden","Exeter University, London School of Economics"],"raw_orcid":"https://orcid.org/0000-0001-6344-9655","affiliations":[{"raw_affiliation_string":"Gothenburg Global Biodiversity Centre, Department of Biological and Environmental Sciences, University of Gothenburg, Gothenburg, Sweden","institution_ids":["https://openalex.org/I881427289"]},{"raw_affiliation_string":"Exeter University, London School of Economics","institution_ids":["https://openalex.org/I23923803","https://openalex.org/I909854389"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Renato Augusto Ferreira de Lima","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I17974374","display_name":"Universidade de S\u00e3o Paulo","ror":"https://ror.org/036rp1748","country_code":"BR","type":"education","lineage":["https://openalex.org/I17974374"]},{"id":"https://openalex.org/I881427289","display_name":"University of Gothenburg","ror":"https://ror.org/01tm6cn81","country_code":"SE","type":"education","lineage":["https://openalex.org/I881427289"]}],"countries":["BR","SE"],"is_corresponding":false,"raw_author_name":"Renato Augusto Ferreira de Lima","raw_affiliation_strings":["Department of Biological Sciences, ESALQ, Universidade de S\u00e3o Paulo, S\u00e3o Paulo, Brazil","University of Gothenburg, Captain Technologies LTD"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biological Sciences, ESALQ, Universidade de S\u00e3o Paulo, S\u00e3o Paulo, Brazil","institution_ids":["https://openalex.org/I17974374"]},{"raw_affiliation_string":"University of Gothenburg, Captain Technologies LTD","institution_ids":["https://openalex.org/I881427289"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5005991928","display_name":"Ben Groom","orcid":"https://orcid.org/0000-0003-0729-143X","observed_orcids":["https://orcid.org/0000-0003-0729-143X"]},"institutions":[{"id":"https://openalex.org/I23923803","display_name":"University of Exeter","ror":"https://ror.org/03yghzc09","country_code":"GB","type":"education","lineage":["https://openalex.org/I23923803"]},{"id":"https://openalex.org/I2799614521","display_name":"Royal Botanic Gardens, Kew","ror":"https://ror.org/00ynnr806","country_code":"GB","type":"archive","lineage":["https://openalex.org/I2799614521"]},{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]},{"id":"https://openalex.org/I881427289","display_name":"University of Gothenburg","ror":"https://ror.org/01tm6cn81","country_code":"SE","type":"education","lineage":["https://openalex.org/I881427289"]},{"id":"https://openalex.org/I909854389","display_name":"London School of Economics and Political Science","ror":"https://ror.org/0090zs177","country_code":"GB","type":"education","lineage":["https://openalex.org/I124357947","https://openalex.org/I909854389"]}],"countries":["GB","SE"],"is_corresponding":false,"raw_author_name":"Ben Groom","raw_affiliation_strings":["Grantham Research Institute on Climate Change and the Environment, London School of Economics, London, UK","LEEP Institute, Department of Economics, University of Exeter Business School, Exeter University, Exeter, UK","Royal Botanic Gardens - Kew, University of Gothenburg, Captain Technologies LTD, Antonelli Foundation for Biodiversity Research and Conservation, University of Oxford"],"raw_orcid":"https://orcid.org/0000-0003-0729-143X","affiliations":[{"raw_affiliation_string":"Grantham Research Institute on Climate Change and the Environment, London School of Economics, London, UK","institution_ids":["https://openalex.org/I909854389"]},{"raw_affiliation_string":"LEEP Institute, Department of Economics, University of Exeter Business School, Exeter University, Exeter, UK","institution_ids":["https://openalex.org/I23923803"]},{"raw_affiliation_string":"Royal Botanic Gardens - Kew, University of Gothenburg, Captain Technologies LTD, Antonelli Foundation for Biodiversity Research and Conservation, University of Oxford","institution_ids":["https://openalex.org/I2799614521","https://openalex.org/I40120149","https://openalex.org/I881427289"]}]},{"author_position":"middle","author":{"id":null,"display_name":"Piotr Jacobsson","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I154338468","display_name":"University of Fribourg","ror":"https://ror.org/022fs9h90","country_code":"CH","type":"education","lineage":["https://openalex.org/I154338468"]}],"countries":["CH"],"is_corresponding":false,"raw_author_name":"Piotr Jacobsson","raw_affiliation_strings":["Department of Biology, University of Fribourg, Fribourg, Switzerland"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Biology, University of Fribourg, Fribourg, Switzerland","institution_ids":["https://openalex.org/I154338468"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5016312089","display_name":"Thomas Sterner","orcid":"https://orcid.org/0000-0003-4771-3545","observed_orcids":["https://orcid.org/0000-0003-4771-3545"]},"institutions":[{"id":"https://openalex.org/I881427289","display_name":"University of Gothenburg","ror":"https://ror.org/01tm6cn81","country_code":"SE","type":"education","lineage":["https://openalex.org/I881427289"]}],"countries":["SE"],"is_corresponding":false,"raw_author_name":"Thomas Sterner","raw_affiliation_strings":["Captain Technologies Ltd, London, UK","Department of Economics, University of Gothenburg, Gothenburg, Sweden"],"raw_orcid":"https://orcid.org/0000-0003-4771-3545","affiliations":[{"raw_affiliation_string":"Captain Technologies Ltd, London, UK","institution_ids":[]},{"raw_affiliation_string":"Department of Economics, University of Gothenburg, Gothenburg, Sweden","institution_ids":["https://openalex.org/I881427289"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5049324341","display_name":"Alexandre Antonelli","orcid":"https://orcid.org/0000-0003-1842-9297","observed_orcids":["https://orcid.org/0000-0003-1842-9297","https://orcid.org/0000-0002-8284-0067"]},"institutions":[{"id":"https://openalex.org/I2799614521","display_name":"Royal Botanic Gardens, Kew","ror":"https://ror.org/00ynnr806","country_code":"GB","type":"archive","lineage":["https://openalex.org/I2799614521"]},{"id":"https://openalex.org/I40120149","display_name":"University of Oxford","ror":"https://ror.org/052gg0110","country_code":"GB","type":"education","lineage":["https://openalex.org/I40120149"]},{"id":"https://openalex.org/I881427289","display_name":"University of Gothenburg","ror":"https://ror.org/01tm6cn81","country_code":"SE","type":"education","lineage":["https://openalex.org/I881427289"]}],"countries":["GB","SE"],"is_corresponding":true,"raw_author_name":"Alexandre Antonelli","raw_affiliation_strings":["Antonelli Foundation for Biodiversity Research and Conservation, Nova Friburgo, Brazil","Captain Technologies Ltd, London, UK","Department of Biology, University of Oxford, Oxford, UK","Gothenburg Global Biodiversity Centre, Department of Biological and Environmental Sciences, University of Gothenburg, Gothenburg, Sweden","Royal Botanic Gardens, Kew, Richmond, UK"],"raw_orcid":"https://orcid.org/0000-0003-1842-9297","affiliations":[{"raw_affiliation_string":"Antonelli Foundation for Biodiversity Research and Conservation, Nova Friburgo, Brazil","institution_ids":[]},{"raw_affiliation_string":"Captain Technologies Ltd, London, UK","institution_ids":[]},{"raw_affiliation_string":"Department of Biology, University of Oxford, Oxford, UK","institution_ids":["https://openalex.org/I40120149"]},{"raw_affiliation_string":"Gothenburg Global Biodiversity Centre, Department of Biological and Environmental Sciences, University of Gothenburg, Gothenburg, Sweden","institution_ids":["https://openalex.org/I881427289"]},{"raw_affiliation_string":"Royal Botanic Gardens, Kew, Richmond, UK","institution_ids":["https://openalex.org/I2799614521"]}]}],"institutions":[],"countries_distinct_count":4,"institutions_distinct_count":10,"corresponding_author_ids":["https://openalex.org/A5010657520","https://openalex.org/A5049324341"],"corresponding_institution_ids":["https://openalex.org/I12708293","https://openalex.org/I2799614521","https://openalex.org/I35440088","https://openalex.org/I40120149","https://openalex.org/I881427289"],"apc_list":{"value":4550,"currency":"USD","value_usd":4550},"apc_paid":{"value":4550,"currency":"USD","value_usd":4550},"fwci":15.159,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.99214591,"is_in_top_1_percent":true,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":99},"biblio":{"volume":"32","issue":"11","first_page":null,"last_page":null},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10319","display_name":"Conservation, Biodiversity, and Resource Management","score":0.9375,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10319","display_name":"Conservation, Biodiversity, and Resource Management","score":0.9375,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10226","display_name":"Land Use and Ecosystem Services","score":0.03539999946951866,"subfield":{"id":"https://openalex.org/subfields/2306","display_name":"Global and Planetary Change"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10005","display_name":"Ecology and Vegetation Dynamics Studies","score":0.009600000455975533,"subfield":{"id":"https://openalex.org/subfields/2309","display_name":"Nature and Landscape Conservation"},"field":{"id":"https://openalex.org/fields/23","display_name":"Environmental Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/ecological-restoration","display_name":"ecological restoration","score":0.9890000224113464},{"id":"https://openalex.org/keywords/spatial-prioritization","display_name":"spatial prioritization","score":0.7990000247955322},{"id":"https://openalex.org/keywords/carbon-sequestration","display_name":"carbon sequestration","score":0.6990000009536743},{"id":"https://openalex.org/keywords/biodiversity-conservation","display_name":"biodiversity conservation","score":0.9279999732971191},{"id":"https://openalex.org/keywords/biodiversity-credits","display_name":"biodiversity credits","score":0.6209999918937683},{"id":"https://openalex.org/keywords/carbon-credits","display_name":"carbon credits","score":0.9900000095367432},{"id":"https://openalex.org/keywords/restoration-funding","display_name":"restoration funding","score":0.4090000092983246},{"id":"https://openalex.org/keywords/threatened-species","display_name":"threatened species","score":0.6460000276565552},{"id":"https://openalex.org/keywords/plant-diversity","display_name":"plant diversity","score":0.7580000162124634},{"id":"https://openalex.org/keywords/atlantic-forest","display_name":"Atlantic Forest","score":0.996999979019165},{"id":"https://openalex.org/keywords/captains","display_name":"captains","score":0.7099999785423279},{"id":"https://openalex.org/keywords/multi-objective-optimization","display_name":"multi-objective optimization","score":0.7350000143051147}],"concepts":[{"id":"https://openalex.org/C130217890","wikidata":"https://www.wikidata.org/wiki/Q47041","display_name":"Biodiversity","level":2,"score":0.6929332613945007},{"id":"https://openalex.org/C78437154","wikidata":"https://www.wikidata.org/wiki/Q2428433","display_name":"Restoration ecology","level":2,"score":0.551930844783783},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.4907709062099457},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.4787156581878662},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.4777490496635437},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.40112343430519104},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.34304702281951904},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.13792389631271362}],"mesh":[{"descriptor_ui":"D001185","descriptor_name":"Artificial Intelligence","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D003247","descriptor_name":"Conservation of Natural Resources","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D044822","descriptor_name":"Biodiversity","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D052918","descriptor_name":"Environmental Restoration and Remediation","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D057231","descriptor_name":"Climate Change","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D057965","descriptor_name":"Carbon Sequestration","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D065928","descriptor_name":"Forests","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false}],"locations_count":5,"locations":[{"id":"doi:10.1111/gcb.71165","doi":"https://doi.org/10.1111/gcb.71165","is_oa":true,"landing_page_url":"https://doi.org/10.1111/gcb.71165","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/gcb.71165","source":{"id":"https://openalex.org/S74970393","display_name":"Global Change Biology","issn_l":"1354-1013","issn":["1354-1013","1365-2486"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-a","jufo-3","ki-jl-2","medline","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Global Change Biology","raw_type":"journal-article"},{"id":"doi:10.1101/2025.01.31.635975","doi":"https://doi.org/10.1101/2025.01.31.635975","is_oa":true,"landing_page_url":"https://doi.org/10.1101/2025.01.31.635975","pdf_url":null,"source":{"id":"https://openalex.org/S4306402567","display_name":"bioRxiv (Cold Spring Harbor Laboratory)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I2750212522","host_organization_name":"Cold Spring Harbor Laboratory","host_organization_lineage":["https://openalex.org/I2750212522"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc","license_id":"https://openalex.org/licenses/cc-by-nc","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"bioRxiv","raw_type":"posted-content"},{"id":"pmid:43003762","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/43003762","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Global change biology","raw_type":"Journal Article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13747821","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13747821/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Glob Chang Biol","raw_type":"Text"},{"id":"pmh:oai:researchonline.lse.ac.uk:141946","doi":null,"is_oa":true,"landing_page_url":"https://researchonline.lse.ac.uk/id/eprint/141946/","pdf_url":"https://researchonline.lse.ac.uk/id/eprint/141946/1/Global_Change_Biology_-_2026_-_Silvestro_-_Using_Artificial_Intelligence_to_Optimize_Ecological_Restoration_for_Climate_and.pdf","source":{"id":"https://openalex.org/S4306400050","display_name":"London School of Economics and Political Science Theses Online (London School of Economics and Political Science)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I909854389","host_organization_name":"London School of Economics and Political Science","host_organization_lineage":["https://openalex.org/I909854389"],"host_organization_lineage_names":[],"type":"repository"},"license":"other-oa","license_id":"https://openalex.org/licenses/other-oa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Article"}],"best_oa_location":{"id":"doi:10.1111/gcb.71165","doi":"https://doi.org/10.1111/gcb.71165","is_oa":true,"landing_page_url":"https://doi.org/10.1111/gcb.71165","pdf_url":"https://onlinelibrary.wiley.com/doi/pdfdirect/10.1111/gcb.71165","source":{"id":"https://openalex.org/S74970393","display_name":"Global Change Biology","issn_l":"1354-1013","issn":["1354-1013","1365-2486"],"is_oa":false,"is_in_doaj":false,"is_core":true,"listed_in":["anvur-class-a","anvur-scientific","cwts-core","dongbi-a","jufo-3","ki-jl-2","medline","norway-2","poland-200","russia-white-list-1","vabb-shw"],"host_organization":"https://openalex.org/P4310320595","host_organization_name":"Wiley","host_organization_lineage":["https://openalex.org/P4310320595"],"host_organization_lineage_names":["Wiley"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Global Change Biology","raw_type":"journal-article"},"sustainable_development_goals":[{"score":1.0,"id":"https://metadata.un.org/sdg/15","display_name":"Life on land"},{"score":0.9786999821662903,"id":"https://metadata.un.org/sdg/13","display_name":"Climate action"}],"study_designs":[],"awards":[{"id":"https://openalex.org/G1142214880","display_name":null,"funder_award_id":"NE/W004941/1","funder_id":"https://openalex.org/F4320314731","funder_display_name":"UK Research and Innovation"},{"id":"https://openalex.org/G1316412886","display_name":null,"funder_award_id":"13/08722-5","funder_id":"https://openalex.org/F4320320997","funder_display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo"},{"id":"https://openalex.org/G3358225148","display_name":"The Economics of Biodiversity Additionality (BIOADD)","funder_award_id":"NE/X002292/1","funder_id":"https://openalex.org/F4320334631","funder_display_name":"Natural Environment Research Council"},{"id":"https://openalex.org/G3388036039","display_name":null,"funder_award_id":"F 2022/1448","funder_id":"https://openalex.org/F4320309951","funder_display_name":"Stiftelsen f\u00f6r Milj\u00f6strategisk Forskning"},{"id":"https://openalex.org/G3454378292","display_name":null,"funder_award_id":"2022/1448","funder_id":"https://openalex.org/F4320309951","funder_display_name":"Stiftelsen f\u00f6r Milj\u00f6strategisk Forskning"},{"id":"https://openalex.org/G3762383772","display_name":"Renewing biodiversity through a people-in-nature approach (RENEW)","funder_award_id":"NE/W004941/1","funder_id":"https://openalex.org/F4320334631","funder_display_name":"Natural Environment Research Council"},{"id":"https://openalex.org/G4045726247","display_name":null,"funder_award_id":"NE/X002292/1","funder_id":"https://openalex.org/F4320314731","funder_display_name":"UK Research and Innovation"},{"id":"https://openalex.org/G4230728376","display_name":"ONLINE PHYLOGENETICS: INTEGRATING GENOMIC AND SINGLE-GENE DATA IN REAL TIME","funder_award_id":"2019-05191","funder_id":"https://openalex.org/F4320322581","funder_display_name":"Vetenskapsr\u00e5det"},{"id":"https://openalex.org/G4960215795","display_name":"Optimising biodiversity and carbon recovery in neotropical forests","funder_award_id":"2024-04303","funder_id":"https://openalex.org/F4320322581","funder_display_name":"Vetenskapsr\u00e5det"},{"id":"https://openalex.org/G5385655179","display_name":"The threat status of endemic Atlantic Forest trees","funder_award_id":"795114","funder_id":"https://openalex.org/F4320320300","funder_display_name":"European Commission"},{"id":"https://openalex.org/G5591067027","display_name":"New methods to infer population dynamics from the fossil record","funder_award_id":"187012","funder_id":"https://openalex.org/F4320320924","funder_display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung"},{"id":"https://openalex.org/G8319619935","display_name":"Biodiversity in ESG","funder_award_id":"NE/X016560/1","funder_id":"https://openalex.org/F4320334631","funder_display_name":"Natural Environment Research Council"}],"funders":[{"id":"https://openalex.org/F4320309951","display_name":"Stiftelsen f\u00f6r Milj\u00f6strategisk Forskning","ror":"https://ror.org/00pyxrd04"},{"id":"https://openalex.org/F4320314731","display_name":"UK Research and Innovation","ror":"https://ror.org/001aqnf71"},{"id":"https://openalex.org/F4320320300","display_name":"European Commission","ror":"https://ror.org/00k4n6c32"},{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","ror":"https://ror.org/00yjd3n13"},{"id":"https://openalex.org/F4320320997","display_name":"Funda\u00e7\u00e3o de Amparo \u00e0 Pesquisa do Estado de S\u00e3o Paulo","ror":"https://ror.org/02ddkpn78"},{"id":"https://openalex.org/F4320321652","display_name":"Eidgen\u00f6ssische Technische Hochschule Z\u00fcrich","ror":"https://ror.org/05a28rw58"},{"id":"https://openalex.org/F4320322581","display_name":"Vetenskapsr\u00e5det","ror":"https://ror.org/03zttf063"},{"id":"https://openalex.org/F4320334631","display_name":"Natural Environment Research Council","ror":"https://ror.org/02b5d8509"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4407220148.pdf","grobid_xml":"https://content.openalex.org/works/W4407220148.grobid-xml"},"referenced_works_count":82,"referenced_works":["https://openalex.org/W1487536649","https://openalex.org/W1732454013","https://openalex.org/W1885438864","https://openalex.org/W1964996721","https://openalex.org/W1968176769","https://openalex.org/W2017496690","https://openalex.org/W2113521108","https://openalex.org/W2128827287","https://openalex.org/W2162584119","https://openalex.org/W2165449317","https://openalex.org/W2177137637","https://openalex.org/W2518340465","https://openalex.org/W2596367596","https://openalex.org/W2605673693","https://openalex.org/W2614464134","https://openalex.org/W2804233742","https://openalex.org/W2905118810","https://openalex.org/W2923349592","https://openalex.org/W2936313676","https://openalex.org/W2986331582","https://openalex.org/W2986565415","https://openalex.org/W2986682843","https://openalex.org/W2989970761","https://openalex.org/W2990427812","https://openalex.org/W3016494585","https://openalex.org/W3023212902","https://openalex.org/W3023884994","https://openalex.org/W3029760216","https://openalex.org/W3035371853","https://openalex.org/W3046858608","https://openalex.org/W3081260550","https://openalex.org/W3085079564","https://openalex.org/W3093215896","https://openalex.org/W3112286896","https://openalex.org/W3123183652","https://openalex.org/W3146370504","https://openalex.org/W3168006763","https://openalex.org/W3193501617","https://openalex.org/W3201703223","https://openalex.org/W4205861445","https://openalex.org/W4220706376","https://openalex.org/W4220952637","https://openalex.org/W4226108999","https://openalex.org/W4285603342","https://openalex.org/W4307981647","https://openalex.org/W4319844744","https://openalex.org/W4321377330","https://openalex.org/W4322624408","https://openalex.org/W4324134800","https://openalex.org/W4361200200","https://openalex.org/W4383197514","https://openalex.org/W4387141420","https://openalex.org/W4388564301","https://openalex.org/W4390734034","https://openalex.org/W4390832904","https://openalex.org/W4391839314","https://openalex.org/W4392044938","https://openalex.org/W4392544669","https://openalex.org/W4394567548","https://openalex.org/W4396678538","https://openalex.org/W4401708350","https://openalex.org/W4403558881","https://openalex.org/W4403825978","https://openalex.org/W4405220620","https://openalex.org/W4405493188","https://openalex.org/W4406194076","https://openalex.org/W4408061717","https://openalex.org/W4408595046","https://openalex.org/W4408681629","https://openalex.org/W4411930304","https://openalex.org/W4413418609","https://openalex.org/W4413474132","https://openalex.org/W4415118130","https://openalex.org/W4415118164","https://openalex.org/W4415533372","https://openalex.org/W4416504045","https://openalex.org/W7133520609","https://openalex.org/W7148845369","https://openalex.org/W7156127310","https://openalex.org/W7160526547","https://openalex.org/W7161304664","https://openalex.org/W7208709002"],"related_works":["https://openalex.org/W7135789088","https://openalex.org/W7019396418","https://openalex.org/W2129004758","https://openalex.org/W4362574968","https://openalex.org/W2579130585","https://openalex.org/W2030209686","https://openalex.org/W4389101096","https://openalex.org/W2168688089","https://openalex.org/W4409987934","https://openalex.org/W1829265515"],"abstract_inverted_index":{"The":[0],"restoration":[1,72,110,145,181,220,243],"of":[2,31,62,78,96,123,133,139,144,151,159,174,201,206,241],"degraded":[3],"ecosystems":[4,212],"is":[5,166],"critical":[6],"for":[7,108,188,244],"mitigating":[8],"climate":[9,126,245],"change":[10],"and":[11,42,55,64,74,80,117,125,176,210,221,246],"reversing":[12],"biodiversity":[13,65,79,124,140,175],"loss.":[14],"Depending":[15],"on":[16],"the":[17,29,56,60,76,94,101,142,149,157,163,172,198,207,238],"primary":[18],"objective-such":[19],"as":[20],"maximizing":[21],"carbon":[22,63,81,164,177],"sequestration":[23],"or":[24],"protecting":[25],"threatened":[26,160,211],"species-and":[27],"within":[28],"boundaries":[30],"budget":[32],"limitations,":[33],"different":[34],"spatial":[35,106],"priorities":[36,107],"have":[37],"been":[38],"identified":[39],"at":[40,115],"global":[41],"regional":[43],"scales.":[44],"Funding":[45],"mechanisms":[46],"to":[47,83,104,118,148,179,194,218,222,236],"support":[48,180],"such":[49],"work":[50],"comprise":[51],"public":[52],"sources,":[53],"philanthropy,":[54],"private":[57],"sector,":[58],"including":[59],"sale":[61],"credits.":[66],"However,":[67],"effectively":[68],"exploring":[69],"trade-offs":[70,224],"among":[71],"objectives":[73,114],"estimating":[75],"price":[77],"credits":[82,178],"design":[84,143],"financially":[85],"viable":[86],"projects":[87,146],"remains":[88],"scientifically":[89],"challenging.":[90],"Here":[91],"we":[92,214],"harness":[93],"power":[95],"artificial":[97],"intelligence":[98],"implemented":[99],"in":[100,141,184,197],"software":[102],"CAPTAIN":[103],"identify":[105],"ecological":[109,242],"that":[111,135,154],"maximize":[112,237],"multiple":[113,226],"once":[116],"allow":[119],"a":[120,131,232],"robust":[121],"evaluation":[122],"outcomes.":[127],"We":[128,170],"find":[129],"through":[130],"series":[132],"simulations":[134],"even":[136,183],"low-to-moderate":[137],"consideration":[138],"leads":[147],"selection":[150],"restored":[152],"areas":[153,185],"disproportionately":[155],"improve":[156],"conservation":[158],"species,":[161],"while":[162],"captured":[165],"only":[167],"slightly":[168],"reduced.":[169],"propose":[171],"bundling":[173],"efforts":[182],"previously":[186],"excluded":[187],"economic":[189],"reasons.":[190],"Applying":[191],"our":[192],"methodology":[193],"plant":[195],"diversity":[196],"Atlantic":[199],"Forest":[200],"eastern":[202],"South":[203],"America,":[204],"one":[205],"most":[208],"biodiverse":[209],"globally,":[213],"demonstrate":[215],"its":[216],"potential":[217],"guide":[219],"quantify":[223],"between":[225],"optimization":[227],"scenarios.":[228],"Our":[229],"study":[230],"provides":[231],"robust,":[233],"scalable":[234],"method":[235],"joint":[239],"benefits":[240],"nature.":[247]},"counts_by_year":[{"year":2026,"cited_by_count":9},{"year":2025,"cited_by_count":2}],"updated_date":"2026-11-13T13:42:25.865203","created_date":"2025-02-07T00:00:00"}
