{"id":"https://openalex.org/W4415532115","doi":"https://doi.org/10.1016/j.ecoinf.2025.103485","title":"Multimodal data integration to model, predict, and understand changes in plant biodiversity: a systematic review","display_name":"Multimodal data integration to model, predict, and understand changes in plant biodiversity: a systematic review","publication_year":2025,"publication_date":"2025-10-25","ids":{"openalex":"https://openalex.org/W4415532115","doi":"https://doi.org/10.1016/j.ecoinf.2025.103485"},"language":"en","primary_location":{"id":"doi:10.1016/j.ecoinf.2025.103485","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ecoinf.2025.103485","pdf_url":null,"source":{"id":"https://openalex.org/S195809937","display_name":"Ecological Informatics","issn_l":"1574-9541","issn":["1574-9541","1878-0512"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ecological Informatics","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1016/j.ecoinf.2025.103485","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":null,"display_name":"Emilce Soledad Martinez","orcid":null},"institutions":[{"id":"https://openalex.org/I15766328","display_name":"Universitat de Lleida","ror":"https://ror.org/050c3cw24","country_code":"ES","type":"education","lineage":["https://openalex.org/I15766328"]},{"id":"https://openalex.org/I4210107052","display_name":"Instituto Nacional de Tecnologia","ror":"https://ror.org/012ang229","country_code":"BR","type":"government","lineage":["https://openalex.org/I4210107052","https://openalex.org/I4210151455"]},{"id":"https://openalex.org/I4210133944","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de Lleida","ror":"https://ror.org/03mfyme49","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210133944","https://openalex.org/I4387153040"]}],"countries":["BR","ES"],"is_corresponding":false,"raw_author_name":"Emilce Soledad Martinez","raw_affiliation_strings":["Departament de Ciencies M\u00e8diques B\u00e0siques, Universitat de Lleida & IRBLleida, Lleida, Spain","Instituto Nacional de Tecnolog\u00eda Agropecuaria, Banco Activo de Germoplasma, Pergamino, Argentina"],"affiliations":[{"raw_affiliation_string":"Departament de Ciencies M\u00e8diques B\u00e0siques, Universitat de Lleida & IRBLleida, Lleida, Spain","institution_ids":["https://openalex.org/I4210133944","https://openalex.org/I15766328"]},{"raw_affiliation_string":"Instituto Nacional de Tecnolog\u00eda Agropecuaria, Banco Activo de Germoplasma, Pergamino, Argentina","institution_ids":["https://openalex.org/I4210107052"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5115039323","display_name":"Eva Luz Tejada-Guti\u00e9rrez","orcid":null},"institutions":[{"id":"https://openalex.org/I15766328","display_name":"Universitat de Lleida","ror":"https://ror.org/050c3cw24","country_code":"ES","type":"education","lineage":["https://openalex.org/I15766328"]},{"id":"https://openalex.org/I4210133944","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de Lleida","ror":"https://ror.org/03mfyme49","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210133944","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Eva Tejada-Guti\u00e9rrez","raw_affiliation_strings":["Departament de Ciencies M\u00e8diques B\u00e0siques, Universitat de Lleida & IRBLleida, Lleida, Spain"],"affiliations":[{"raw_affiliation_string":"Departament de Ciencies M\u00e8diques B\u00e0siques, Universitat de Lleida & IRBLleida, Lleida, Spain","institution_ids":["https://openalex.org/I4210133944","https://openalex.org/I15766328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5037021167","display_name":"Albert Sorribas","orcid":"https://orcid.org/0000-0002-7407-4075"},"institutions":[{"id":"https://openalex.org/I15766328","display_name":"Universitat de Lleida","ror":"https://ror.org/050c3cw24","country_code":"ES","type":"education","lineage":["https://openalex.org/I15766328"]},{"id":"https://openalex.org/I4210133944","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de Lleida","ror":"https://ror.org/03mfyme49","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210133944","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Albert Sorribas","raw_affiliation_strings":["Departament de Ciencies M\u00e8diques B\u00e0siques, Universitat de Lleida & IRBLleida, Lleida, Spain"],"affiliations":[{"raw_affiliation_string":"Departament de Ciencies M\u00e8diques B\u00e0siques, Universitat de Lleida & IRBLleida, Lleida, Spain","institution_ids":["https://openalex.org/I4210133944","https://openalex.org/I15766328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5025585436","display_name":"Jordi Mateo","orcid":"https://orcid.org/0000-0002-1660-0380"},"institutions":[{"id":"https://openalex.org/I15766328","display_name":"Universitat de Lleida","ror":"https://ror.org/050c3cw24","country_code":"ES","type":"education","lineage":["https://openalex.org/I15766328"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Jordi Mateo-Fornes","raw_affiliation_strings":["Departament de d'Enginyeria Inform\u00e0tica i Disseny Digital, Universitat de Lleida & INSPIRES, Lleida, Spain"],"affiliations":[{"raw_affiliation_string":"Departament de d'Enginyeria Inform\u00e0tica i Disseny Digital, Universitat de Lleida & INSPIRES, Lleida, Spain","institution_ids":["https://openalex.org/I15766328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5070309620","display_name":"Francesc Solsona","orcid":"https://orcid.org/0000-0002-4830-9184"},"institutions":[{"id":"https://openalex.org/I15766328","display_name":"Universitat de Lleida","ror":"https://ror.org/050c3cw24","country_code":"ES","type":"education","lineage":["https://openalex.org/I15766328"]}],"countries":["ES"],"is_corresponding":false,"raw_author_name":"Francesc Solsona","raw_affiliation_strings":["Departament de d'Enginyeria Inform\u00e0tica i Disseny Digital, Universitat de Lleida & INSPIRES, Lleida, Spain"],"affiliations":[{"raw_affiliation_string":"Departament de d'Enginyeria Inform\u00e0tica i Disseny Digital, Universitat de Lleida & INSPIRES, Lleida, Spain","institution_ids":["https://openalex.org/I15766328"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5117571066","display_name":"Raquel Defacio","orcid":null},"institutions":[{"id":"https://openalex.org/I4210107052","display_name":"Instituto Nacional de Tecnologia","ror":"https://ror.org/012ang229","country_code":"BR","type":"government","lineage":["https://openalex.org/I4210107052","https://openalex.org/I4210151455"]}],"countries":["BR"],"is_corresponding":false,"raw_author_name":"Raquel Defacio","raw_affiliation_strings":["Instituto Nacional de Tecnolog\u00eda Agropecuaria, Banco Activo de Germoplasma, Pergamino, Argentina"],"affiliations":[{"raw_affiliation_string":"Instituto Nacional de Tecnolog\u00eda Agropecuaria, Banco Activo de Germoplasma, Pergamino, Argentina","institution_ids":["https://openalex.org/I4210107052"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5020840486","display_name":"Rui Alves","orcid":"https://orcid.org/0000-0002-8112-5184"},"institutions":[{"id":"https://openalex.org/I15766328","display_name":"Universitat de Lleida","ror":"https://ror.org/050c3cw24","country_code":"ES","type":"education","lineage":["https://openalex.org/I15766328"]},{"id":"https://openalex.org/I4210133944","display_name":"Instituto de Investigaci\u00f3n Biom\u00e9dica de Lleida","ror":"https://ror.org/03mfyme49","country_code":"ES","type":"facility","lineage":["https://openalex.org/I4210133944","https://openalex.org/I4387153040"]}],"countries":["ES"],"is_corresponding":true,"raw_author_name":"Rui Alves","raw_affiliation_strings":["Departament de Ciencies M\u00e8diques B\u00e0siques, Universitat de Lleida & IRBLleida, Lleida, Spain"],"affiliations":[{"raw_affiliation_string":"Departament de Ciencies M\u00e8diques B\u00e0siques, Universitat de Lleida & IRBLleida, Lleida, Spain","institution_ids":["https://openalex.org/I4210133944","https://openalex.org/I15766328"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":7,"corresponding_author_ids":["https://openalex.org/A5020840486"],"corresponding_institution_ids":["https://openalex.org/I15766328","https://openalex.org/I4210133944"],"apc_list":{"value":2510,"currency":"USD","value_usd":2510},"apc_paid":{"value":2510,"currency":"USD","value_usd":2510},"fwci":5.0688,"has_fulltext":false,"cited_by_count":3,"citation_normalized_percentile":{"value":0.95306354,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":98,"max":99},"biblio":{"volume":"92","issue":null,"first_page":"103485","last_page":"103485"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"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/T10895","display_name":"Species Distribution and Climate Change","score":0.9939000010490417,"subfield":{"id":"https://openalex.org/subfields/2302","display_name":"Ecological Modeling"},"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":0.9839000105857849,"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"}},{"id":"https://openalex.org/T13058","display_name":"Soil and Land Suitability Analysis","score":0.9556999802589417,"subfield":{"id":"https://openalex.org/subfields/2308","display_name":"Management, Monitoring, Policy and Law"},"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/interoperability","display_name":"Interoperability","score":0.7009000182151794},{"id":"https://openalex.org/keywords/data-integration","display_name":"Data integration","score":0.6697999835014343},{"id":"https://openalex.org/keywords/convention-on-biological-diversity","display_name":"Convention on Biological Diversity","score":0.5462999939918518},{"id":"https://openalex.org/keywords/biodiversity","display_name":"Biodiversity","score":0.5180000066757202},{"id":"https://openalex.org/keywords/big-data","display_name":"Big data","score":0.4244999885559082},{"id":"https://openalex.org/keywords/geospatial-analysis","display_name":"Geospatial analysis","score":0.34209999442100525},{"id":"https://openalex.org/keywords/data-discovery","display_name":"Data discovery","score":0.33169999718666077},{"id":"https://openalex.org/keywords/benchmarking","display_name":"Benchmarking","score":0.3273000121116638},{"id":"https://openalex.org/keywords/measurement-of-biodiversity","display_name":"Measurement of biodiversity","score":0.3188999891281128}],"concepts":[{"id":"https://openalex.org/C20136886","wikidata":"https://www.wikidata.org/wiki/Q749647","display_name":"Interoperability","level":2,"score":0.7009000182151794},{"id":"https://openalex.org/C72634772","wikidata":"https://www.wikidata.org/wiki/Q386824","display_name":"Data integration","level":2,"score":0.6697999835014343},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.632099986076355},{"id":"https://openalex.org/C2779485152","wikidata":"https://www.wikidata.org/wiki/Q152805","display_name":"Convention on Biological Diversity","level":3,"score":0.5462999939918518},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.527400016784668},{"id":"https://openalex.org/C130217890","wikidata":"https://www.wikidata.org/wiki/Q47041","display_name":"Biodiversity","level":2,"score":0.5180000066757202},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.4320000112056732},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.4244999885559082},{"id":"https://openalex.org/C9770341","wikidata":"https://www.wikidata.org/wiki/Q1938983","display_name":"Geospatial analysis","level":2,"score":0.34209999442100525},{"id":"https://openalex.org/C2777516300","wikidata":"https://www.wikidata.org/wiki/Q172491","display_name":"Data discovery","level":3,"score":0.33169999718666077},{"id":"https://openalex.org/C86251818","wikidata":"https://www.wikidata.org/wiki/Q816754","display_name":"Benchmarking","level":2,"score":0.3273000121116638},{"id":"https://openalex.org/C112276597","wikidata":"https://www.wikidata.org/wiki/Q16191822","display_name":"Measurement of biodiversity","level":4,"score":0.3188999891281128},{"id":"https://openalex.org/C192800085","wikidata":"https://www.wikidata.org/wiki/Q5258530","display_name":"Semantic interoperability","level":3,"score":0.3172000050544739},{"id":"https://openalex.org/C201797286","wikidata":"https://www.wikidata.org/wiki/Q4914986","display_name":"Biological data","level":2,"score":0.30160000920295715},{"id":"https://openalex.org/C2776356880","wikidata":"https://www.wikidata.org/wiki/Q5381206","display_name":"Environmental data","level":2,"score":0.29840001463890076},{"id":"https://openalex.org/C191630685","wikidata":"https://www.wikidata.org/wiki/Q4027615","display_name":"Informatics","level":2,"score":0.2955000102519989},{"id":"https://openalex.org/C56289545","wikidata":"https://www.wikidata.org/wiki/Q6423376","display_name":"Knowledge integration","level":3,"score":0.29409998655319214},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.28459998965263367},{"id":"https://openalex.org/C33326189","wikidata":"https://www.wikidata.org/wiki/Q17092450","display_name":"Information integration","level":2,"score":0.2833000123500824},{"id":"https://openalex.org/C111874474","wikidata":"https://www.wikidata.org/wiki/Q6005872","display_name":"Impact assessment","level":2,"score":0.2831999957561493},{"id":"https://openalex.org/C187604713","wikidata":"https://www.wikidata.org/wiki/Q5570810","display_name":"Global biodiversity","level":3,"score":0.2827000021934509},{"id":"https://openalex.org/C91632574","wikidata":"https://www.wikidata.org/wiki/Q15088675","display_name":"Data curation","level":2,"score":0.26910001039505005},{"id":"https://openalex.org/C110121322","wikidata":"https://www.wikidata.org/wiki/Q865811","display_name":"Distribution (mathematics)","level":2,"score":0.2689000070095062},{"id":"https://openalex.org/C19443361","wikidata":"https://www.wikidata.org/wiki/Q5282533","display_name":"Disparate system","level":2,"score":0.2517000138759613},{"id":"https://openalex.org/C19527686","wikidata":"https://www.wikidata.org/wiki/Q1665453","display_name":"System integration","level":2,"score":0.25099998712539673}],"mesh":[],"locations_count":3,"locations":[{"id":"doi:10.1016/j.ecoinf.2025.103485","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ecoinf.2025.103485","pdf_url":null,"source":{"id":"https://openalex.org/S195809937","display_name":"Ecological Informatics","issn_l":"1574-9541","issn":["1574-9541","1878-0512"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ecological Informatics","raw_type":"journal-article"},{"id":"pmh:oai:doaj.org/article:8fdfd38807574f62b7611893b3056676","is_oa":true,"landing_page_url":"https://doaj.org/article/8fdfd38807574f62b7611893b3056676","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":"Ecological Informatics, Vol 92, Iss , Pp 103485- (2025)","raw_type":"article"},{"id":"pmh:oai:repositori.udl.cat:10459.1/469306","is_oa":true,"landing_page_url":"https://hdl.handle.net/10459.1/469306","pdf_url":null,"source":null,"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"info:eu-repo/semantics/publishedVersion"}],"best_oa_location":{"id":"doi:10.1016/j.ecoinf.2025.103485","is_oa":true,"landing_page_url":"https://doi.org/10.1016/j.ecoinf.2025.103485","pdf_url":null,"source":{"id":"https://openalex.org/S195809937","display_name":"Ecological Informatics","issn_l":"1574-9541","issn":["1574-9541","1878-0512"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320990","host_organization_name":"Elsevier BV","host_organization_lineage":["https://openalex.org/P4310320990"],"host_organization_lineage_names":["Elsevier BV"],"type":"journal"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Ecological Informatics","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"pdf":false,"grobid_xml":false},"content_urls":null,"referenced_works_count":93,"referenced_works":["https://openalex.org/W1513618424","https://openalex.org/W1981254591","https://openalex.org/W2042279614","https://openalex.org/W2070282449","https://openalex.org/W2077164931","https://openalex.org/W2101020813","https://openalex.org/W2142237209","https://openalex.org/W2155370454","https://openalex.org/W2159327312","https://openalex.org/W2547991767","https://openalex.org/W2568155635","https://openalex.org/W2738345813","https://openalex.org/W2751943544","https://openalex.org/W2775717083","https://openalex.org/W2921015294","https://openalex.org/W2950182954","https://openalex.org/W2972411466","https://openalex.org/W2979202165","https://openalex.org/W2983606184","https://openalex.org/W3027301329","https://openalex.org/W3031371112","https://openalex.org/W3035690364","https://openalex.org/W3035781886","https://openalex.org/W3036753503","https://openalex.org/W3095864609","https://openalex.org/W3108132070","https://openalex.org/W3112083326","https://openalex.org/W3127515314","https://openalex.org/W3148163548","https://openalex.org/W3157083069","https://openalex.org/W3158613626","https://openalex.org/W3175139132","https://openalex.org/W3177305221","https://openalex.org/W3189830125","https://openalex.org/W3195419525","https://openalex.org/W3207253082","https://openalex.org/W4206482459","https://openalex.org/W4221136080","https://openalex.org/W4224290633","https://openalex.org/W4285726404","https://openalex.org/W4289593682","https://openalex.org/W4292484122","https://openalex.org/W4307256501","https://openalex.org/W4308987459","https://openalex.org/W4313216542","https://openalex.org/W4318542903","https://openalex.org/W4321165906","https://openalex.org/W4378349388","https://openalex.org/W4378378562","https://openalex.org/W4378575434","https://openalex.org/W4380987733","https://openalex.org/W4385118605","https://openalex.org/W4386930538","https://openalex.org/W4387183611","https://openalex.org/W4387461243","https://openalex.org/W4387879092","https://openalex.org/W4389331365","https://openalex.org/W4390122400","https://openalex.org/W4390583429","https://openalex.org/W4391145411","https://openalex.org/W4391276798","https://openalex.org/W4391448529","https://openalex.org/W4391752984","https://openalex.org/W4391998772","https://openalex.org/W4392239741","https://openalex.org/W4393094949","https://openalex.org/W4393317343","https://openalex.org/W4393317822","https://openalex.org/W4393993434","https://openalex.org/W4396591483","https://openalex.org/W4398768612","https://openalex.org/W4399178441","https://openalex.org/W4399205104","https://openalex.org/W4399429879","https://openalex.org/W4399568367","https://openalex.org/W4399568670","https://openalex.org/W4400525924","https://openalex.org/W4401120687","https://openalex.org/W4403008006","https://openalex.org/W4403322872","https://openalex.org/W4403555078","https://openalex.org/W4403922011","https://openalex.org/W4404010259","https://openalex.org/W4406184692","https://openalex.org/W4406488641","https://openalex.org/W4406681019","https://openalex.org/W4406934208","https://openalex.org/W4407186222","https://openalex.org/W4407677437","https://openalex.org/W4408348748","https://openalex.org/W4408652004","https://openalex.org/W4411237129","https://openalex.org/W4411418117"],"related_works":[],"abstract_inverted_index":{"The":[0,70],"integration":[1,45,117,211,231,269],"of":[2,28,39,53,85,98,120,123,208,261],"multimodal":[3,115,267],"data":[4,42,77,90,116,210,230,235,268],"to":[5,60,177,213],"analyze,":[6],"model,":[7],"and":[8,37,44,51,67,81,93,105,118,154,157,171,194,218,228,238,246,258],"predict":[9],"changes":[10],"in":[11,89,136,146,151,158,163,249,255],"plant":[12,29],"biodiversity":[13,30,55,137,179,226,250],"is":[14],"critical":[15],"for":[16,76,114,240,274],"addressing":[17,152],"global":[18,184],"conservation":[19,185,221],"challenges.":[20],"This":[21],"systematic":[22],"review":[23,71,175],"examines":[24],"the":[25,34,49,83,96,111,121,140,169,189,195,203,206,259],"current":[26],"landscape":[27],"data,":[31,64],"focusing":[32],"on":[33,130,191],"identification,":[35],"classification,":[36],"evaluation":[38],"key":[40],"open-access":[41],"sources":[43],"methodologies.":[46],"We":[47,79,132],"highlight":[48],"strengths":[50],"limitations":[52],"major":[54],"platforms,":[56],"emphasizing":[57],"their":[58,229],"contributions":[59],"species":[61],"occurrence,":[62],"trait":[63],"taxonomic":[65],"checklists,":[66],"environmental":[68,124],"variables.":[69],"also":[72],"explores":[73],"computational":[74],"tools":[75,99,112],"integration.":[78],"describe":[80],"analyze":[82],"role":[84,260],"Darwin":[86],"Core":[87],"standards":[88],"standardization,":[91],"harmonization,":[92],"interoperability,":[94],"highlighting":[95],"importance":[97,207],"such":[100],"as":[101],"Species":[102],"Distribution":[103],"Models":[104],"machine":[106],"learning.":[107],"Additionally,":[108],"we":[109],"assess":[110],"available":[113],"analysis":[119],"effects":[122],"drivers":[125],"(e.g.,":[126],"temperature,":[127],"precipitation,":[128],"topography)":[129],"biodiversity.":[131],"find":[133],"significant":[134],"advancements":[135],"informatics":[138],"over":[139],"last":[141],"decades.":[142],"Still,":[143],"challenges":[144,170],"persist":[145],"achieving":[147],"interoperability":[148,239],"across":[149],"datasets,":[150],"spatial":[153],"temporal":[155],"biases,":[156],"integrating":[159],"remote":[160,262],"sensing":[161,263],"with":[162,183],"situ":[164],"observations.":[165],"By":[166],"identifying":[167],"both":[168],"emerging":[172],"solutions,":[173],"this":[174],"contributes":[176],"advancing":[178],"monitoring":[180],"strategies,":[181],"aligning":[182],"goals":[186],"outlined":[187],"by":[188],"Convention":[190],"Biological":[192],"Diversity":[193],"United":[196],"Nations":[197],"Sustainable":[198],"Development":[199],"Goal":[200],"15.":[201],"Ultimately,":[202],"findings":[204],"underscore":[205],"harmonized":[209],"frameworks":[212],"enhance":[214],"predictive":[215],"modeling":[216],"capabilities":[217],"inform":[219],"effective":[220],"policies.":[222],"\u2022":[223,233,243,252,265],"Reviews":[224],"12":[225],"platforms":[227],"strategies.":[232],"Assesses":[234],"quality,":[236],"coverage,":[237],"ecological":[241,275],"modeling.":[242],"Explores":[244],"SDMs":[245],"deep":[247],"learning":[248],"prediction.":[251],"Identifies":[253],"gaps":[254],"spatial-temporal":[256],"coverage":[257],"data.":[264],"Proposes":[266],"like":[270],"a":[271],"novel":[272],"approach":[273],"analysis.":[276]},"counts_by_year":[{"year":2026,"cited_by_count":3}],"updated_date":"2026-04-19T08:26:33.389920","created_date":"2025-10-25T00:00:00"}
