{"id":"https://openalex.org/W4387618231","doi":"https://doi.org/10.3390/rs15204956","title":"Untangling the Causal Links between Satellite Vegetation Products and Environmental Drivers on a Global Scale by the Granger Causality Method","display_name":"Untangling the Causal Links between Satellite Vegetation Products and Environmental Drivers on a Global Scale by the Granger Causality Method","publication_year":2023,"publication_date":"2023-10-13","ids":{"openalex":"https://openalex.org/W4387618231","doi":"https://doi.org/10.3390/rs15204956"},"language":"en","primary_location":{"id":"doi:10.3390/rs15204956","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15204956","pdf_url":"https://www.mdpi.com/2072-4292/15/20/4956/pdf?version=1697204445","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.mdpi.com/2072-4292/15/20/4956/pdf?version=1697204445","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5068100219","display_name":"D\u00e1vid Kov\u00e1cs","orcid":"https://orcid.org/0000-0002-2001-7243"},"institutions":[{"id":"https://openalex.org/I2801097182","display_name":"Parc Cient\u00edfic de la Universitat de Val\u00e8ncia","ror":"https://ror.org/04rb60x98","country_code":"ES","type":"education","lineage":["https://openalex.org/I2801097182"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"D\u00e1vid D. Kov\u00e1cs","raw_affiliation_strings":["Image Processing Laboratory (IPL), Universitat de Val\u00e8ncia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n, 2, 46980 Paterna, Spain"],"affiliations":[{"raw_affiliation_string":"Image Processing Laboratory (IPL), Universitat de Val\u00e8ncia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n, 2, 46980 Paterna, Spain","institution_ids":["https://openalex.org/I2801097182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5056123979","display_name":"Eatidal Amin","orcid":"https://orcid.org/0000-0003-4878-5268"},"institutions":[{"id":"https://openalex.org/I2801097182","display_name":"Parc Cient\u00edfic de la Universitat de Val\u00e8ncia","ror":"https://ror.org/04rb60x98","country_code":"ES","type":"education","lineage":["https://openalex.org/I2801097182"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Eatidal Amin","raw_affiliation_strings":["Image Processing Laboratory (IPL), Universitat de Val\u00e8ncia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n, 2, 46980 Paterna, Spain"],"affiliations":[{"raw_affiliation_string":"Image Processing Laboratory (IPL), Universitat de Val\u00e8ncia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n, 2, 46980 Paterna, Spain","institution_ids":["https://openalex.org/I2801097182"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5057952512","display_name":"Katja Berger","orcid":"https://orcid.org/0000-0003-0784-7717"},"institutions":[{"id":"https://openalex.org/I2801097182","display_name":"Parc Cient\u00edfic de la Universitat de Val\u00e8ncia","ror":"https://ror.org/04rb60x98","country_code":"ES","type":"education","lineage":["https://openalex.org/I2801097182"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Katja Berger","raw_affiliation_strings":["Image Processing Laboratory (IPL), Universitat de Val\u00e8ncia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n, 2, 46980 Paterna, Spain","Mantle Labs GmbH Gr\u00fcnentorgasse 19/4, 1090 Vienna, Austria"],"affiliations":[{"raw_affiliation_string":"Image Processing Laboratory (IPL), Universitat de Val\u00e8ncia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n, 2, 46980 Paterna, Spain","institution_ids":["https://openalex.org/I2801097182"]},{"raw_affiliation_string":"Mantle Labs GmbH Gr\u00fcnentorgasse 19/4, 1090 Vienna, Austria","institution_ids":[]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5026990352","display_name":"Pablo Reyes-Mu\u00f1oz","orcid":"https://orcid.org/0000-0002-6957-0269"},"institutions":[{"id":"https://openalex.org/I2801097182","display_name":"Parc Cient\u00edfic de la Universitat de Val\u00e8ncia","ror":"https://ror.org/04rb60x98","country_code":"ES","type":"education","lineage":["https://openalex.org/I2801097182"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Pablo Reyes-Mu\u00f1oz","raw_affiliation_strings":["Image Processing Laboratory (IPL), Universitat de Val\u00e8ncia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n, 2, 46980 Paterna, Spain"],"affiliations":[{"raw_affiliation_string":"Image Processing Laboratory (IPL), Universitat de Val\u00e8ncia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n, 2, 46980 Paterna, Spain","institution_ids":["https://openalex.org/I2801097182"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5079448372","display_name":"Jochem Verrelst","orcid":"https://orcid.org/0000-0002-6313-2081"},"institutions":[{"id":"https://openalex.org/I2801097182","display_name":"Parc Cient\u00edfic de la Universitat de Val\u00e8ncia","ror":"https://ror.org/04rb60x98","country_code":"ES","type":"education","lineage":["https://openalex.org/I2801097182"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jochem Verrelst","raw_affiliation_strings":["Image Processing Laboratory (IPL), Universitat de Val\u00e8ncia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n, 2, 46980 Paterna, Spain"],"affiliations":[{"raw_affiliation_string":"Image Processing Laboratory (IPL), Universitat de Val\u00e8ncia, C/Catedr\u00e1tico Jos\u00e9 Beltr\u00e1n, 2, 46980 Paterna, Spain","institution_ids":["https://openalex.org/I2801097182"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5068100219"],"corresponding_institution_ids":["https://openalex.org/I2801097182"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.8073,"has_fulltext":true,"cited_by_count":11,"citation_normalized_percentile":{"value":0.90147967,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"15","issue":"20","first_page":"4956","last_page":"4956"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/T10111","display_name":"Remote Sensing in Agriculture","score":0.9994999766349792,"subfield":{"id":"https://openalex.org/subfields/2303","display_name":"Ecology"},"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/T10266","display_name":"Plant Water Relations and Carbon Dynamics","score":0.996999979019165,"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":0.9897000193595886,"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"}}],"keywords":[{"id":"https://openalex.org/keywords/biome","display_name":"Biome","score":0.9032498598098755},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.744143009185791},{"id":"https://openalex.org/keywords/shortwave-radiation","display_name":"Shortwave radiation","score":0.6540969610214233},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.6249741911888123},{"id":"https://openalex.org/keywords/latitude","display_name":"Latitude","score":0.618691086769104},{"id":"https://openalex.org/keywords/normalized-difference-vegetation-index","display_name":"Normalized Difference Vegetation Index","score":0.583838164806366},{"id":"https://openalex.org/keywords/atmospheric-sciences","display_name":"Atmospheric sciences","score":0.5602474808692932},{"id":"https://openalex.org/keywords/photosynthetically-active-radiation","display_name":"Photosynthetically active radiation","score":0.5068841576576233},{"id":"https://openalex.org/keywords/arid","display_name":"Arid","score":0.5000801086425781},{"id":"https://openalex.org/keywords/biosphere","display_name":"Biosphere","score":0.4691045880317688},{"id":"https://openalex.org/keywords/leaf-area-index","display_name":"Leaf area index","score":0.46349167823791504},{"id":"https://openalex.org/keywords/climatology","display_name":"Climatology","score":0.4569970965385437},{"id":"https://openalex.org/keywords/climate-change","display_name":"Climate change","score":0.429220974445343},{"id":"https://openalex.org/keywords/satellite","display_name":"Satellite","score":0.4121777415275574},{"id":"https://openalex.org/keywords/ecosystem","display_name":"Ecosystem","score":0.38287442922592163},{"id":"https://openalex.org/keywords/physical-geography","display_name":"Physical geography","score":0.3812906742095947},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.24366825819015503},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.1864110231399536},{"id":"https://openalex.org/keywords/radiation","display_name":"Radiation","score":0.14477580785751343},{"id":"https://openalex.org/keywords/photosynthesis","display_name":"Photosynthesis","score":0.13111138343811035},{"id":"https://openalex.org/keywords/botany","display_name":"Botany","score":0.10520404577255249},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.10155478119850159},{"id":"https://openalex.org/keywords/geology","display_name":"Geology","score":0.09467089176177979}],"concepts":[{"id":"https://openalex.org/C89920630","wikidata":"https://www.wikidata.org/wiki/Q101998","display_name":"Biome","level":3,"score":0.9032498598098755},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.744143009185791},{"id":"https://openalex.org/C19369268","wikidata":"https://www.wikidata.org/wiki/Q7502259","display_name":"Shortwave radiation","level":3,"score":0.6540969610214233},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.6249741911888123},{"id":"https://openalex.org/C122523270","wikidata":"https://www.wikidata.org/wiki/Q34027","display_name":"Latitude","level":2,"score":0.618691086769104},{"id":"https://openalex.org/C1549246","wikidata":"https://www.wikidata.org/wiki/Q718775","display_name":"Normalized Difference Vegetation Index","level":3,"score":0.583838164806366},{"id":"https://openalex.org/C91586092","wikidata":"https://www.wikidata.org/wiki/Q757520","display_name":"Atmospheric sciences","level":1,"score":0.5602474808692932},{"id":"https://openalex.org/C131366478","wikidata":"https://www.wikidata.org/wiki/Q900892","display_name":"Photosynthetically active radiation","level":3,"score":0.5068841576576233},{"id":"https://openalex.org/C150772632","wikidata":"https://www.wikidata.org/wiki/Q1330709","display_name":"Arid","level":2,"score":0.5000801086425781},{"id":"https://openalex.org/C107218244","wikidata":"https://www.wikidata.org/wiki/Q42762","display_name":"Biosphere","level":2,"score":0.4691045880317688},{"id":"https://openalex.org/C25989453","wikidata":"https://www.wikidata.org/wiki/Q446746","display_name":"Leaf area index","level":2,"score":0.46349167823791504},{"id":"https://openalex.org/C49204034","wikidata":"https://www.wikidata.org/wiki/Q52139","display_name":"Climatology","level":1,"score":0.4569970965385437},{"id":"https://openalex.org/C132651083","wikidata":"https://www.wikidata.org/wiki/Q7942","display_name":"Climate change","level":2,"score":0.429220974445343},{"id":"https://openalex.org/C19269812","wikidata":"https://www.wikidata.org/wiki/Q26540","display_name":"Satellite","level":2,"score":0.4121777415275574},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.38287442922592163},{"id":"https://openalex.org/C100970517","wikidata":"https://www.wikidata.org/wiki/Q52107","display_name":"Physical geography","level":1,"score":0.3812906742095947},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.24366825819015503},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.1864110231399536},{"id":"https://openalex.org/C153385146","wikidata":"https://www.wikidata.org/wiki/Q18335","display_name":"Radiation","level":2,"score":0.14477580785751343},{"id":"https://openalex.org/C183688256","wikidata":"https://www.wikidata.org/wiki/Q11982","display_name":"Photosynthesis","level":2,"score":0.13111138343811035},{"id":"https://openalex.org/C59822182","wikidata":"https://www.wikidata.org/wiki/Q441","display_name":"Botany","level":1,"score":0.10520404577255249},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.10155478119850159},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","level":0,"score":0.09467089176177979},{"id":"https://openalex.org/C121332964","wikidata":"https://www.wikidata.org/wiki/Q413","display_name":"Physics","level":0,"score":0.0},{"id":"https://openalex.org/C127413603","wikidata":"https://www.wikidata.org/wiki/Q11023","display_name":"Engineering","level":0,"score":0.0},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.0},{"id":"https://openalex.org/C146978453","wikidata":"https://www.wikidata.org/wiki/Q3798668","display_name":"Aerospace engineering","level":1,"score":0.0},{"id":"https://openalex.org/C62520636","wikidata":"https://www.wikidata.org/wiki/Q944","display_name":"Quantum mechanics","level":1,"score":0.0},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C13280743","wikidata":"https://www.wikidata.org/wiki/Q131089","display_name":"Geodesy","level":1,"score":0.0}],"mesh":[],"locations_count":2,"locations":[{"id":"doi:10.3390/rs15204956","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15204956","pdf_url":"https://www.mdpi.com/2072-4292/15/20/4956/pdf?version=1697204445","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:150db83bfc084db29e61d8bbcd57d070","is_oa":true,"landing_page_url":"https://doaj.org/article/150db83bfc084db29e61d8bbcd57d070","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing, Vol 15, Iss 20, p 4956 (2023)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3390/rs15204956","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs15204956","pdf_url":"https://www.mdpi.com/2072-4292/15/20/4956/pdf?version=1697204445","source":{"id":"https://openalex.org/S43295729","display_name":"Remote Sensing","issn_l":"2072-4292","issn":["2072-4292"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310310987","host_organization_name":"Multidisciplinary Digital Publishing Institute","host_organization_lineage":["https://openalex.org/P4310310987"],"host_organization_lineage_names":["Multidisciplinary Digital Publishing Institute"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Remote Sensing","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G2189382970","display_name":null,"funder_award_id":"101086622","funder_id":"https://openalex.org/F4320334678","funder_display_name":"European Research Council"}],"funders":[{"id":"https://openalex.org/F4320334678","display_name":"European Research Council","ror":"https://ror.org/0472cxd90"}],"has_content":{"grobid_xml":false,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4387618231.pdf"},"referenced_works_count":96,"referenced_works":["https://openalex.org/W45706485","https://openalex.org/W1010359952","https://openalex.org/W1535541538","https://openalex.org/W1581892098","https://openalex.org/W1656528562","https://openalex.org/W1966645910","https://openalex.org/W1987342361","https://openalex.org/W2018757639","https://openalex.org/W2027404493","https://openalex.org/W2028199062","https://openalex.org/W2034672914","https://openalex.org/W2035842637","https://openalex.org/W2037763082","https://openalex.org/W2039431004","https://openalex.org/W2046938184","https://openalex.org/W2056845648","https://openalex.org/W2061628442","https://openalex.org/W2061845826","https://openalex.org/W2063947123","https://openalex.org/W2086900861","https://openalex.org/W2101054271","https://openalex.org/W2102680945","https://openalex.org/W2104157175","https://openalex.org/W2109542058","https://openalex.org/W2111443984","https://openalex.org/W2112163493","https://openalex.org/W2116635928","https://openalex.org/W2121300297","https://openalex.org/W2122400352","https://openalex.org/W2126161208","https://openalex.org/W2130535167","https://openalex.org/W2142137874","https://openalex.org/W2145899178","https://openalex.org/W2146444126","https://openalex.org/W2147929755","https://openalex.org/W2151647593","https://openalex.org/W2157173445","https://openalex.org/W2164129537","https://openalex.org/W2167248655","https://openalex.org/W2178225550","https://openalex.org/W2189532709","https://openalex.org/W2264000452","https://openalex.org/W2466445449","https://openalex.org/W2472052865","https://openalex.org/W2500443605","https://openalex.org/W2502900915","https://openalex.org/W2510763913","https://openalex.org/W2529832773","https://openalex.org/W2550227402","https://openalex.org/W2561415527","https://openalex.org/W2610523921","https://openalex.org/W2618154431","https://openalex.org/W2725897987","https://openalex.org/W2797297459","https://openalex.org/W2885404215","https://openalex.org/W2892571192","https://openalex.org/W2898962279","https://openalex.org/W2911874075","https://openalex.org/W2913098791","https://openalex.org/W2921422770","https://openalex.org/W2938556588","https://openalex.org/W2955786086","https://openalex.org/W2956697767","https://openalex.org/W2989983865","https://openalex.org/W2996419042","https://openalex.org/W3000492175","https://openalex.org/W3001487231","https://openalex.org/W3010666934","https://openalex.org/W3022364979","https://openalex.org/W3025949386","https://openalex.org/W3036971279","https://openalex.org/W3044040371","https://openalex.org/W3045770944","https://openalex.org/W3126534018","https://openalex.org/W3136005751","https://openalex.org/W3142744896","https://openalex.org/W3162406285","https://openalex.org/W3173349876","https://openalex.org/W3181636712","https://openalex.org/W3184118117","https://openalex.org/W3202318017","https://openalex.org/W3209437461","https://openalex.org/W3217360279","https://openalex.org/W4200343885","https://openalex.org/W4220854451","https://openalex.org/W4220863138","https://openalex.org/W4284962752","https://openalex.org/W4291914986","https://openalex.org/W4308422299","https://openalex.org/W4309786519","https://openalex.org/W4311714500","https://openalex.org/W4383346311","https://openalex.org/W4385689643","https://openalex.org/W6626405408","https://openalex.org/W6636950212","https://openalex.org/W6676884801"],"related_works":["https://openalex.org/W4234162596","https://openalex.org/W4393445484","https://openalex.org/W2081696154","https://openalex.org/W2768064775","https://openalex.org/W4311134476","https://openalex.org/W4393512991","https://openalex.org/W3145861538","https://openalex.org/W2094923725","https://openalex.org/W2025869818","https://openalex.org/W2137294844"],"abstract_inverted_index":{"The":[0,81,158,295],"Granger":[1],"Causality":[2],"(GC)":[3],"statistical":[4],"test":[5],"explores":[6],"the":[7,17,20,39,56,74,78,85,90,93,102,114,121,147,171,184,195,257,260,268,284],"causal":[8,22],"relationships":[9],"between":[10,24,251],"different":[11],"time":[12],"series":[13],"variables.":[14],"By":[15,255],"employing":[16],"GC":[18,79,82,258],"method,":[19,259],"underlying":[21],"links":[23],"environmental":[25,69,305],"drivers":[26],"and":[27,48,137,153,162,204,233,253,289],"global":[28,46,75],"vegetation":[29,63,117,302],"properties":[30],"can":[31,125],"be":[32,126],"untangled,":[33],"which":[34,218],"opens":[35],"possibilities":[36],"to":[37,54,67,120,216,266,303],"forecast":[38],"increasing":[40],"strain":[41],"on":[42,272],"ecosystems":[43],"by":[44,230,283],"droughts,":[45],"warming,":[47],"climate":[49],"change.":[50],"This":[51],"study":[52],"aimed":[53],"quantify":[55],"spatial":[57],"distribution":[58],"of":[59,89,95,149,183,202,206,286,301],"four":[60,68,280],"distinct":[61,304],"satellite":[62,292],"products\u2019":[64],"(VPs)":[65],"sensitivities":[66],"land":[70],"variables":[71],"(ELVs)":[72],"at":[73,197],"scale":[76],"given":[77],"method.":[80],"analysis":[83,261],"assessed":[84],"spatially":[86],"explicit":[87],"response":[88,215],"VPs:":[91],"(i)":[92],"fraction":[94],"absorbed":[96],"photosynthetically":[97],"active":[98],"radiation":[99],"(FAPAR),":[100],"(ii)":[101],"leaf":[103],"area":[104],"index":[105,118],"(LAI),":[106],"(iii)":[107],"solar-induced":[108],"fluorescence":[109],"(SIF),":[110],"and,":[111],"finally,":[112],"(iv)":[113],"normalized":[115],"difference":[116],"(NDVI)":[119],"ELVs.":[122],"These":[123,210],"ELVs":[124],"categorized":[127],"as":[128,141,276],"water":[129],"availability":[130,145],"assessing":[131],"root":[132],"zone":[133],"soil":[134],"moisture":[135],"(SM)":[136],"accumulated":[138],"precipitation":[139],"(P),":[140],"well":[142],"as,":[143],"energy":[144],"considering":[146],"effect":[148],"air":[150],"temperature":[151],"(T)":[152],"solar":[154],"shortwave":[155],"(R)":[156],"radiation.":[157],"results":[159],"indicate":[160],"SM":[161,173,191],"P":[163,179],"are":[164],"key":[165],"drivers,":[166],"particularly":[167],"causing":[168],"changes":[169],"in":[170],"LAI.":[172],"alone":[174],"accounts":[175,180],"for":[176,181,223,236],"43%,":[177],"while":[178],"41%,":[182],"explicitly":[185],"caused":[186,229],"areas":[187,211],"over":[188],"arid":[189],"biomes.":[190],"further":[192],"significantly":[193],"influences":[194],"LAI":[196],"northern":[198],"latitudes,":[199],"covering":[200],"44%":[201],"cold":[203,232],"50%":[205],"polar":[207,234],"biome":[208],"areas.":[209],"exhibit":[212],"a":[213,220,263],"predominant":[214],"R,":[217],"is":[219,242],"possible":[221],"trigger":[222],"snowmelt,":[224],"showing":[225],"more":[226],"than":[227],"40%":[228],"both":[231],"biomes":[235,247],"all":[237,246],"VPs.":[238],"Finally,":[239],"T\u2019s":[240],"causality":[241],"evenly":[243],"distributed":[244],"amongst":[245],"with":[248,279],"fractional":[249],"covers":[250],"\u223c10":[252],"20%.":[254],"using":[256],"presents":[262],"novel":[264],"way":[265],"monitor":[267],"planet\u2019s":[269],"ecosystem,":[270],"based":[271],"solely":[273],"two":[274],"years":[275],"input":[277],"data,":[278],"VPs":[281],"acquired":[282],"synergy":[285],"Sentinel-3":[287],"(S3)":[288],"5P":[290],"(S5P)":[291],"data":[293],"streams.":[294],"findings":[296],"indicated":[297],"unique,":[298],"biome-specific":[299],"responses":[300],"drivers.":[306]},"counts_by_year":[{"year":2026,"cited_by_count":1},{"year":2025,"cited_by_count":5},{"year":2024,"cited_by_count":5}],"updated_date":"2026-02-28T09:26:25.869077","created_date":"2023-10-14T00:00:00"}
