{"id":"https://openalex.org/W4311367167","doi":"https://doi.org/10.3390/rs14246316","title":"Exploring the Best-Matching Plant Traits and Environmental Factors for Vegetation Indices in Estimates of Global Gross Primary Productivity","display_name":"Exploring the Best-Matching Plant Traits and Environmental Factors for Vegetation Indices in Estimates of Global Gross Primary Productivity","publication_year":2022,"publication_date":"2022-12-13","ids":{"openalex":"https://openalex.org/W4311367167","doi":"https://doi.org/10.3390/rs14246316"},"language":"en","primary_location":{"id":"doi:10.3390/rs14246316","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14246316","pdf_url":"https://www.mdpi.com/2072-4292/14/24/6316/pdf?version=1671608445","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/2072-4292/14/24/6316/pdf?version=1671608445","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5007198920","display_name":"Weiqing Zhao","orcid":"https://orcid.org/0000-0002-4306-1132"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I211433327","display_name":"Ministry of Natural Resources","ror":"https://ror.org/02kxqx159","country_code":"CN","type":"government","lineage":["https://openalex.org/I211433327","https://openalex.org/I4210127390"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Weiqing Zhao","raw_affiliation_strings":["Key Laboratory of Earth Surface System and Human-Earth Relations, Ministry of Natural Resources of China, Shenzhen Graduate School, Peking University, Shenzhen 518055, China","School of Urban Planning and Design, Shenzhen Graduate School, Peking University, Shenzhen 518055, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Earth Surface System and Human-Earth Relations, Ministry of Natural Resources of China, Shenzhen Graduate School, Peking University, Shenzhen 518055, China","institution_ids":["https://openalex.org/I180726961","https://openalex.org/I20231570","https://openalex.org/I211433327"]},{"raw_affiliation_string":"School of Urban Planning and Design, Shenzhen Graduate School, Peking University, Shenzhen 518055, China","institution_ids":["https://openalex.org/I20231570"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5000012464","display_name":"Zaichun Zhu","orcid":"https://orcid.org/0000-0001-5235-5194"},"institutions":[{"id":"https://openalex.org/I180726961","display_name":"Shenzhen University","ror":"https://ror.org/01vy4gh70","country_code":"CN","type":"education","lineage":["https://openalex.org/I180726961"]},{"id":"https://openalex.org/I20231570","display_name":"Peking University","ror":"https://ror.org/02v51f717","country_code":"CN","type":"education","lineage":["https://openalex.org/I20231570"]},{"id":"https://openalex.org/I211433327","display_name":"Ministry of Natural Resources","ror":"https://ror.org/02kxqx159","country_code":"CN","type":"government","lineage":["https://openalex.org/I211433327","https://openalex.org/I4210127390"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Zaichun Zhu","raw_affiliation_strings":["Key Laboratory of Earth Surface System and Human-Earth Relations, Ministry of Natural Resources of China, Shenzhen Graduate School, Peking University, Shenzhen 518055, China","School of Urban Planning and Design, Shenzhen Graduate School, Peking University, Shenzhen 518055, China"],"affiliations":[{"raw_affiliation_string":"Key Laboratory of Earth Surface System and Human-Earth Relations, Ministry of Natural Resources of China, Shenzhen Graduate School, Peking University, Shenzhen 518055, China","institution_ids":["https://openalex.org/I180726961","https://openalex.org/I20231570","https://openalex.org/I211433327"]},{"raw_affiliation_string":"School of Urban Planning and Design, Shenzhen Graduate School, Peking University, Shenzhen 518055, China","institution_ids":["https://openalex.org/I20231570"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5000012464"],"corresponding_institution_ids":["https://openalex.org/I180726961","https://openalex.org/I20231570","https://openalex.org/I211433327"],"apc_list":{"value":2500,"currency":"CHF","value_usd":2707},"apc_paid":{"value":2500,"currency":"CHF","value_usd":2707},"fwci":2.2069,"has_fulltext":false,"cited_by_count":16,"citation_normalized_percentile":{"value":0.8759631,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":{"min":94,"max":100},"biblio":{"volume":"14","issue":"24","first_page":"6316","last_page":"6316"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10111","display_name":"Remote Sensing in Agriculture","score":0.9997000098228455,"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":0.9997000098228455,"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/T10226","display_name":"Land Use and Ecosystem Services","score":0.9883000254631042,"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/T10266","display_name":"Plant Water Relations and Carbon Dynamics","score":0.9882000088691711,"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/primary-production","display_name":"Primary production","score":0.8109623193740845},{"id":"https://openalex.org/keywords/vegetation","display_name":"Vegetation (pathology)","score":0.6806077361106873},{"id":"https://openalex.org/keywords/environmental-science","display_name":"Environmental science","score":0.6626297831535339},{"id":"https://openalex.org/keywords/context","display_name":"Context (archaeology)","score":0.5596804618835449},{"id":"https://openalex.org/keywords/leaf-area-index","display_name":"Leaf area index","score":0.5436124801635742},{"id":"https://openalex.org/keywords/plant-functional-type","display_name":"Plant functional type","score":0.5176339745521545},{"id":"https://openalex.org/keywords/mean-squared-error","display_name":"Mean squared error","score":0.46703454852104187},{"id":"https://openalex.org/keywords/productivity","display_name":"Productivity","score":0.45225289463996887},{"id":"https://openalex.org/keywords/carbon-cycle","display_name":"Carbon cycle","score":0.44482219219207764},{"id":"https://openalex.org/keywords/enhanced-vegetation-index","display_name":"Enhanced vegetation index","score":0.42040789127349854},{"id":"https://openalex.org/keywords/atmospheric-sciences","display_name":"Atmospheric sciences","score":0.41011613607406616},{"id":"https://openalex.org/keywords/remote-sensing","display_name":"Remote sensing","score":0.3541252613067627},{"id":"https://openalex.org/keywords/ecosystem","display_name":"Ecosystem","score":0.2677958607673645},{"id":"https://openalex.org/keywords/mathematics","display_name":"Mathematics","score":0.2600312829017639},{"id":"https://openalex.org/keywords/statistics","display_name":"Statistics","score":0.25421053171157837},{"id":"https://openalex.org/keywords/normalized-difference-vegetation-index","display_name":"Normalized Difference Vegetation Index","score":0.24739530682563782},{"id":"https://openalex.org/keywords/vegetation-index","display_name":"Vegetation Index","score":0.2203262448310852},{"id":"https://openalex.org/keywords/ecology","display_name":"Ecology","score":0.197225421667099},{"id":"https://openalex.org/keywords/geography","display_name":"Geography","score":0.13453420996665955},{"id":"https://openalex.org/keywords/biology","display_name":"Biology","score":0.08051666617393494}],"concepts":[{"id":"https://openalex.org/C24717449","wikidata":"https://www.wikidata.org/wiki/Q515905","display_name":"Primary production","level":3,"score":0.8109623193740845},{"id":"https://openalex.org/C2776133958","wikidata":"https://www.wikidata.org/wiki/Q7918366","display_name":"Vegetation (pathology)","level":2,"score":0.6806077361106873},{"id":"https://openalex.org/C39432304","wikidata":"https://www.wikidata.org/wiki/Q188847","display_name":"Environmental science","level":0,"score":0.6626297831535339},{"id":"https://openalex.org/C2779343474","wikidata":"https://www.wikidata.org/wiki/Q3109175","display_name":"Context (archaeology)","level":2,"score":0.5596804618835449},{"id":"https://openalex.org/C25989453","wikidata":"https://www.wikidata.org/wiki/Q446746","display_name":"Leaf area index","level":2,"score":0.5436124801635742},{"id":"https://openalex.org/C2780946806","wikidata":"https://www.wikidata.org/wiki/Q7201515","display_name":"Plant functional type","level":3,"score":0.5176339745521545},{"id":"https://openalex.org/C139945424","wikidata":"https://www.wikidata.org/wiki/Q1940696","display_name":"Mean squared error","level":2,"score":0.46703454852104187},{"id":"https://openalex.org/C204983608","wikidata":"https://www.wikidata.org/wiki/Q2111958","display_name":"Productivity","level":2,"score":0.45225289463996887},{"id":"https://openalex.org/C6939412","wikidata":"https://www.wikidata.org/wiki/Q167751","display_name":"Carbon cycle","level":3,"score":0.44482219219207764},{"id":"https://openalex.org/C78869512","wikidata":"https://www.wikidata.org/wiki/Q5378810","display_name":"Enhanced vegetation index","level":5,"score":0.42040789127349854},{"id":"https://openalex.org/C91586092","wikidata":"https://www.wikidata.org/wiki/Q757520","display_name":"Atmospheric sciences","level":1,"score":0.41011613607406616},{"id":"https://openalex.org/C62649853","wikidata":"https://www.wikidata.org/wiki/Q199687","display_name":"Remote sensing","level":1,"score":0.3541252613067627},{"id":"https://openalex.org/C110872660","wikidata":"https://www.wikidata.org/wiki/Q37813","display_name":"Ecosystem","level":2,"score":0.2677958607673645},{"id":"https://openalex.org/C33923547","wikidata":"https://www.wikidata.org/wiki/Q395","display_name":"Mathematics","level":0,"score":0.2600312829017639},{"id":"https://openalex.org/C105795698","wikidata":"https://www.wikidata.org/wiki/Q12483","display_name":"Statistics","level":1,"score":0.25421053171157837},{"id":"https://openalex.org/C1549246","wikidata":"https://www.wikidata.org/wiki/Q718775","display_name":"Normalized Difference Vegetation Index","level":3,"score":0.24739530682563782},{"id":"https://openalex.org/C2780376076","wikidata":"https://www.wikidata.org/wiki/Q1499458","display_name":"Vegetation Index","level":4,"score":0.2203262448310852},{"id":"https://openalex.org/C18903297","wikidata":"https://www.wikidata.org/wiki/Q7150","display_name":"Ecology","level":1,"score":0.197225421667099},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.13453420996665955},{"id":"https://openalex.org/C86803240","wikidata":"https://www.wikidata.org/wiki/Q420","display_name":"Biology","level":0,"score":0.08051666617393494},{"id":"https://openalex.org/C142724271","wikidata":"https://www.wikidata.org/wiki/Q7208","display_name":"Pathology","level":1,"score":0.0},{"id":"https://openalex.org/C139719470","wikidata":"https://www.wikidata.org/wiki/Q39680","display_name":"Macroeconomics","level":1,"score":0.0},{"id":"https://openalex.org/C127313418","wikidata":"https://www.wikidata.org/wiki/Q1069","display_name":"Geology","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/C166957645","wikidata":"https://www.wikidata.org/wiki/Q23498","display_name":"Archaeology","level":1,"score":0.0},{"id":"https://openalex.org/C162324750","wikidata":"https://www.wikidata.org/wiki/Q8134","display_name":"Economics","level":0,"score":0.0}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.3390/rs14246316","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14246316","pdf_url":"https://www.mdpi.com/2072-4292/14/24/6316/pdf?version=1671608445","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:0689883df0b54f448848f3b1ffc70ec6","is_oa":true,"landing_page_url":"https://doaj.org/article/0689883df0b54f448848f3b1ffc70ec6","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 14, Iss 24, p 6316 (2022)","raw_type":"article"},{"id":"pmh:oai:mdpi.com:/2072-4292/14/24/6316/","is_oa":true,"landing_page_url":"https://dx.doi.org/10.3390/rs14246316","pdf_url":null,"source":{"id":"https://openalex.org/S4306400947","display_name":"MDPI (MDPI AG)","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I4210097602","host_organization_name":"Multidisciplinary Digital Publishing Institute (Switzerland)","host_organization_lineage":["https://openalex.org/I4210097602"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Remote Sensing; Volume 14; Issue 24; Pages: 6316","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3390/rs14246316","is_oa":true,"landing_page_url":"https://doi.org/10.3390/rs14246316","pdf_url":"https://www.mdpi.com/2072-4292/14/24/6316/pdf?version=1671608445","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":[{"display_name":"Climate action","score":0.47999998927116394,"id":"https://metadata.un.org/sdg/13"}],"awards":[{"id":"https://openalex.org/G268549102","display_name":null,"funder_award_id":"GXWD20201231165807007-20200814213435001","funder_id":"https://openalex.org/F4320329791","funder_display_name":"Shenzhen Fundamental Research Program"},{"id":"https://openalex.org/G3187650611","display_name":null,"funder_award_id":"42271104","funder_id":"https://openalex.org/F4320329791","funder_display_name":"Shenzhen Fundamental Research Program"},{"id":"https://openalex.org/G322902116","display_name":null,"funder_award_id":"42271104","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G3661701214","display_name":null,"funder_award_id":"JCYJ20220531093201004","funder_id":"https://openalex.org/F4320329791","funder_display_name":"Shenzhen Fundamental Research Program"},{"id":"https://openalex.org/G7075945702","display_name":null,"funder_award_id":"JCYJ20220531093201004","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"},{"id":"https://openalex.org/G8229956253","display_name":null,"funder_award_id":"GXWD20201231165807007-20200814213435001","funder_id":"https://openalex.org/F4320321001","funder_display_name":"National Natural Science Foundation of China"}],"funders":[{"id":"https://openalex.org/F4320321001","display_name":"National Natural Science Foundation of China","ror":"https://ror.org/01h0zpd94"},{"id":"https://openalex.org/F4320329791","display_name":"Shenzhen Fundamental Research Program","ror":null}],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4311367167.pdf","grobid_xml":"https://content.openalex.org/works/W4311367167.grobid-xml"},"referenced_works_count":105,"referenced_works":["https://openalex.org/W1057605271","https://openalex.org/W1500576594","https://openalex.org/W1719739711","https://openalex.org/W1896386811","https://openalex.org/W1946480656","https://openalex.org/W1951764560","https://openalex.org/W1967559713","https://openalex.org/W1970158656","https://openalex.org/W1975158286","https://openalex.org/W1981263865","https://openalex.org/W1983614388","https://openalex.org/W1995407148","https://openalex.org/W1997902957","https://openalex.org/W2001551649","https://openalex.org/W2030470723","https://openalex.org/W2031418293","https://openalex.org/W2035388338","https://openalex.org/W2035962295","https://openalex.org/W2036081569","https://openalex.org/W2038137144","https://openalex.org/W2039361154","https://openalex.org/W2052648234","https://openalex.org/W2063623478","https://openalex.org/W2072619709","https://openalex.org/W2094677081","https://openalex.org/W2105122814","https://openalex.org/W2106321132","https://openalex.org/W2107258091","https://openalex.org/W2112674101","https://openalex.org/W2114456168","https://openalex.org/W2115290239","https://openalex.org/W2118295263","https://openalex.org/W2126479957","https://openalex.org/W2127559745","https://openalex.org/W2128175703","https://openalex.org/W2128690725","https://openalex.org/W2134392312","https://openalex.org/W2139429070","https://openalex.org/W2143088381","https://openalex.org/W2146446022","https://openalex.org/W2156599833","https://openalex.org/W2158897782","https://openalex.org/W2164574849","https://openalex.org/W2166405332","https://openalex.org/W2179250365","https://openalex.org/W2206884203","https://openalex.org/W2211764928","https://openalex.org/W2218052335","https://openalex.org/W2235415383","https://openalex.org/W2295815147","https://openalex.org/W2298779432","https://openalex.org/W2336426693","https://openalex.org/W2461658512","https://openalex.org/W2509141605","https://openalex.org/W2524045625","https://openalex.org/W2549683514","https://openalex.org/W2572951874","https://openalex.org/W2603028033","https://openalex.org/W2611941915","https://openalex.org/W2759922024","https://openalex.org/W2762155383","https://openalex.org/W2766884206","https://openalex.org/W2769347544","https://openalex.org/W2784327149","https://openalex.org/W2793150256","https://openalex.org/W2803001420","https://openalex.org/W2808730255","https://openalex.org/W2887745844","https://openalex.org/W2892606152","https://openalex.org/W2898867855","https://openalex.org/W2902947938","https://openalex.org/W2904321320","https://openalex.org/W2908975298","https://openalex.org/W2911964244","https://openalex.org/W2919558946","https://openalex.org/W2922141434","https://openalex.org/W2943471218","https://openalex.org/W2950734190","https://openalex.org/W2966594090","https://openalex.org/W2979985574","https://openalex.org/W2983606184","https://openalex.org/W2986199940","https://openalex.org/W2998010201","https://openalex.org/W3021562156","https://openalex.org/W3040739689","https://openalex.org/W3042211948","https://openalex.org/W3089675477","https://openalex.org/W3093432062","https://openalex.org/W3108260248","https://openalex.org/W3110494317","https://openalex.org/W3112364842","https://openalex.org/W3130461578","https://openalex.org/W3138455888","https://openalex.org/W3164226983","https://openalex.org/W3166570054","https://openalex.org/W3176396696","https://openalex.org/W3181196148","https://openalex.org/W3199112784","https://openalex.org/W3201254861","https://openalex.org/W4205669412","https://openalex.org/W4210824796","https://openalex.org/W4296847682","https://openalex.org/W4388297464","https://openalex.org/W6675502853","https://openalex.org/W6754049934"],"related_works":["https://openalex.org/W2056301837","https://openalex.org/W2117895576","https://openalex.org/W3197400137","https://openalex.org/W4212950424","https://openalex.org/W2008770746","https://openalex.org/W1747966239","https://openalex.org/W2137233432","https://openalex.org/W1981211397","https://openalex.org/W2351194630","https://openalex.org/W2383260421"],"abstract_inverted_index":{"As":[0],"the":[1,20,25,42,48,68,115,141,147,203,231,241,252,255,260,269],"largest":[2],"source":[3],"of":[4,12,27,44,51,71,83,98,128,162,233,243,254,262],"uncertainty":[5],"in":[6,24,41,54,140,156,229],"carbon":[7,22],"cycle":[8],"studies,":[9],"accurate":[10],"quantification":[11],"gross":[13],"primary":[14],"productivity":[15],"(GPP)":[16],"is":[17],"critical":[18],"for":[19,91,251],"global":[21,28,158],"budget":[23],"context":[26],"climate":[29],"change.":[30],"Numerous":[31],"vegetation":[32,72,99,154,181],"indices":[33],"(VIs)":[34],"based":[35,106],"on":[36,107],"satellite":[37],"data":[38],"have":[39],"participated":[40],"construction":[43],"GPP":[45,56,237,264,275],"models.":[46,245],"However,":[47],"relative":[49],"performance":[50],"various":[52],"VIs":[53],"predicting":[55,263],"and":[57,86,101,119,132,165,168,198,223,265,271],"what":[58],"additional":[59],"factors":[60,134,200,228],"should":[61],"be":[62],"combined":[63,193],"with":[64,135,194],"them":[65],"to":[66,258],"reveal":[67],"photosynthetic":[69],"capacity":[70],"mechanistically":[73],"better":[74],"are":[75,138,226],"still":[76],"poorly":[77],"understood.":[78],"We":[79,143],"constructed":[80],"two":[81,108],"types":[82,161],"models":[84,163,257],"(universal":[85,164],"plant":[87,130,196],"functional":[88],"type":[89],"[PFT]-specific)":[90],"solar-induced":[92],"chlorophyll":[93],"fluorescence":[94],"(SIF),":[95],"near-infrared":[96],"reflectance":[97],"(NIRv),":[100],"Leaf":[102],"Area":[103],"Index":[104],"(LAI)":[105],"widely":[109],"used":[110],"machine":[111],"learning":[112],"algorithms,":[113],"i.e.,":[114],"random":[116],"forest":[117],"(RF)":[118],"back":[120],"propagation":[121],"neural":[122],"network":[123],"(BPNN)":[124],"algorithms.":[125],"A":[126],"total":[127],"thirty":[129],"traits":[131,216],"environmental":[133],"legacy":[136],"effects":[137],"considered":[139],"model.":[142],"then":[144],"systematically":[145],"investigated":[146],"ancillary":[148],"variables":[149,225],"that":[150,172],"best":[151,175],"match":[152],"each":[153],"index":[155,182],"estimating":[157],"GPP.":[159],"Four":[160],"PFT-specific,":[166],"RF":[167],"BPNN)":[169],"consistently":[170],"show":[171],"SIF":[173],"performs":[174],"when":[176],"modeled":[177],"using":[178],"a":[179],"single":[180],"(R2":[183,207],"=":[184,187,208,211],"0.67,":[185],"RMSE":[186,210],"2.24":[188],"g":[189,213],"C\u00b7m\u22122\u00b7d\u22121);":[190],"however,":[191],"NIRv":[192],"CO2,":[195],"traits,":[197],"climatic":[199,224],"can":[201],"achieve":[202],"highest":[204],"prediction":[205,220],"accuracy":[206,232,242,261],"0.87,":[209],"1.40":[212],"C\u00b7m\u22122\u00b7d\u22121).":[214],"Plant":[215],"effectively":[217],"enhance":[218],"all":[219],"models\u2019":[221],"accuracy,":[222],"essential":[227],"improving":[230],"NIRv-":[234],"or":[235],"LAI-based":[236],"models,":[238],"but":[239],"not":[240],"SIF-based":[244],"Our":[246],"findings":[247],"provide":[248,266],"valuable":[249],"information":[250],"configuration":[253],"data-driven":[256],"improve":[259],"insights":[267],"into":[268],"physiological":[270],"ecological":[272],"mechanisms":[273],"underpinning":[274],"prediction.":[276]},"counts_by_year":[{"year":2026,"cited_by_count":3},{"year":2025,"cited_by_count":6},{"year":2024,"cited_by_count":5},{"year":2023,"cited_by_count":2}],"updated_date":"2026-04-09T08:11:56.329763","created_date":"2022-12-25T00:00:00"}