{"id":"https://openalex.org/W7127931513","doi":"https://doi.org/10.3389/frai.2026.1702544","title":"Artificial intelligence for biodiversity and tourism governance: predictive insights from multilayer perceptron models in Amazonia","display_name":"Artificial intelligence for biodiversity and tourism governance: predictive insights from multilayer perceptron models in Amazonia","publication_year":2026,"publication_date":"2026-02-05","ids":{"openalex":"https://openalex.org/W7127931513","doi":"https://doi.org/10.3389/frai.2026.1702544","pmid":"https://pubmed.ncbi.nlm.nih.gov/41728271"},"language":"en","primary_location":{"id":"doi:10.3389/frai.2026.1702544","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2026.1702544","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2026.1702544/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://public-pages-files-2025.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2026.1702544/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5117130841","display_name":"Jessie Bravo-Jaico","orcid":null},"institutions":[{"id":"https://openalex.org/I4210142376","display_name":"Universidad Nacional Pedro Ru\u00edz Gallo","ror":"https://ror.org/040hbk441","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210142376"]}],"countries":["PE"],"is_corresponding":true,"raw_author_name":"Jessie Bravo-Jaico","raw_affiliation_strings":["Digital Transformation Research Group, National University Pedro Ruiz Gallo"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Transformation Research Group, National University Pedro Ruiz Gallo","institution_ids":["https://openalex.org/I4210142376"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5079494774","display_name":"Oscar Serqu\u00e9n","orcid":"https://orcid.org/0000-0001-9968-493X"},"institutions":[{"id":"https://openalex.org/I4210142376","display_name":"Universidad Nacional Pedro Ru\u00edz Gallo","ror":"https://ror.org/040hbk441","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210142376"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Oscar Serqu\u00e9n","raw_affiliation_strings":["Digital Transformation Research Group, National University Pedro Ruiz Gallo"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Transformation Research Group, National University Pedro Ruiz Gallo","institution_ids":["https://openalex.org/I4210142376"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5007496543","display_name":"Roger Alarc\u00f3n","orcid":"https://orcid.org/0000-0003-1178-0519"},"institutions":[{"id":"https://openalex.org/I4210142376","display_name":"Universidad Nacional Pedro Ru\u00edz Gallo","ror":"https://ror.org/040hbk441","country_code":"PE","type":"education","lineage":["https://openalex.org/I4210142376"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Roger Alarc\u00f3n","raw_affiliation_strings":["Digital Transformation Research Group, National University Pedro Ruiz Gallo"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Digital Transformation Research Group, National University Pedro Ruiz Gallo","institution_ids":["https://openalex.org/I4210142376"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5125104606","display_name":"Juan Eduardo Suarez-Rivadeneira","orcid":null},"institutions":[{"id":"https://openalex.org/I3133295647","display_name":"National University Toribio Rodr\u00edguez de Mendoza","ror":"https://ror.org/0323wfn23","country_code":"PE","type":"education","lineage":["https://openalex.org/I3133295647"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Juan Eduardo Suarez-Rivadeneira","raw_affiliation_strings":["Faculty of Systems Engineering and Electrical Mechanics, National University Toribio Rodr\u00edguez of Mendoza"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Systems Engineering and Electrical Mechanics, National University Toribio Rodr\u00edguez of Mendoza","institution_ids":["https://openalex.org/I3133295647"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5114367553","display_name":"Wilfredo Ruiz-Camacho","orcid":null},"institutions":[{"id":"https://openalex.org/I3133295647","display_name":"National University Toribio Rodr\u00edguez de Mendoza","ror":"https://ror.org/0323wfn23","country_code":"PE","type":"education","lineage":["https://openalex.org/I3133295647"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Wilfredo Ruiz-Camacho","raw_affiliation_strings":["Faculty of Systems Engineering and Electrical Mechanics, National University Toribio Rodr\u00edguez of Mendoza"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Faculty of Systems Engineering and Electrical Mechanics, National University Toribio Rodr\u00edguez of Mendoza","institution_ids":["https://openalex.org/I3133295647"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5114367556","display_name":"Freddy A. Manayay","orcid":null},"institutions":[{"id":"https://openalex.org/I3133295647","display_name":"National University Toribio Rodr\u00edguez de Mendoza","ror":"https://ror.org/0323wfn23","country_code":"PE","type":"education","lineage":["https://openalex.org/I3133295647"]}],"countries":["PE"],"is_corresponding":false,"raw_author_name":"Freddy A. Manayay","raw_affiliation_strings":["Biosystems Engineering Professional School, National University Toribio Rodr\u00edguez of Mendoza"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Biosystems Engineering Professional School, National University Toribio Rodr\u00edguez of Mendoza","institution_ids":["https://openalex.org/I3133295647"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":6,"corresponding_author_ids":["https://openalex.org/A5117130841"],"corresponding_institution_ids":["https://openalex.org/I4210142376"],"apc_list":{"value":1150,"currency":"USD","value_usd":1150},"apc_paid":{"value":1150,"currency":"USD","value_usd":1150},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.159162,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"9","issue":null,"first_page":"1702544","last_page":"1702544"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10055","display_name":"Diverse Aspects of Tourism Research","score":0.22529999911785126,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},"topics":[{"id":"https://openalex.org/T10055","display_name":"Diverse Aspects of Tourism Research","score":0.22529999911785126,"subfield":{"id":"https://openalex.org/subfields/3312","display_name":"Sociology and Political Science"},"field":{"id":"https://openalex.org/fields/33","display_name":"Social Sciences"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T10895","display_name":"Species Distribution and Climate Change","score":0.13840000331401825,"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/T13435","display_name":"Animal and Plant Science Education","score":0.09600000083446503,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/tourism","display_name":"Tourism","score":0.7365000247955322},{"id":"https://openalex.org/keywords/visitor-pattern","display_name":"Visitor pattern","score":0.6136000156402588},{"id":"https://openalex.org/keywords/corporate-governance","display_name":"Corporate governance","score":0.5212000012397766},{"id":"https://openalex.org/keywords/livelihood","display_name":"Livelihood","score":0.48969998955726624},{"id":"https://openalex.org/keywords/sustainability","display_name":"Sustainability","score":0.41659998893737793},{"id":"https://openalex.org/keywords/resilience","display_name":"Resilience (materials science)","score":0.374099999666214},{"id":"https://openalex.org/keywords/natural-resource","display_name":"Natural resource","score":0.373199999332428},{"id":"https://openalex.org/keywords/biodiversity","display_name":"Biodiversity","score":0.3587999939918518},{"id":"https://openalex.org/keywords/sustainable-development","display_name":"Sustainable development","score":0.3416999876499176}],"concepts":[{"id":"https://openalex.org/C18918823","wikidata":"https://www.wikidata.org/wiki/Q49389","display_name":"Tourism","level":2,"score":0.7365000247955322},{"id":"https://openalex.org/C48947383","wikidata":"https://www.wikidata.org/wiki/Q830719","display_name":"Visitor pattern","level":2,"score":0.6136000156402588},{"id":"https://openalex.org/C39389867","wikidata":"https://www.wikidata.org/wiki/Q380767","display_name":"Corporate governance","level":2,"score":0.5212000012397766},{"id":"https://openalex.org/C107826830","wikidata":"https://www.wikidata.org/wiki/Q929380","display_name":"Environmental resource management","level":1,"score":0.49729999899864197},{"id":"https://openalex.org/C3987366","wikidata":"https://www.wikidata.org/wiki/Q6658164","display_name":"Livelihood","level":3,"score":0.48969998955726624},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.4253999888896942},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.41659998893737793},{"id":"https://openalex.org/C144133560","wikidata":"https://www.wikidata.org/wiki/Q4830453","display_name":"Business","level":0,"score":0.4004000127315521},{"id":"https://openalex.org/C2779585090","wikidata":"https://www.wikidata.org/wiki/Q3457762","display_name":"Resilience (materials science)","level":2,"score":0.374099999666214},{"id":"https://openalex.org/C29985473","wikidata":"https://www.wikidata.org/wiki/Q188460","display_name":"Natural resource","level":2,"score":0.373199999332428},{"id":"https://openalex.org/C205649164","wikidata":"https://www.wikidata.org/wiki/Q1071","display_name":"Geography","level":0,"score":0.3691999912261963},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.36239999532699585},{"id":"https://openalex.org/C130217890","wikidata":"https://www.wikidata.org/wiki/Q47041","display_name":"Biodiversity","level":2,"score":0.3587999939918518},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.3416999876499176},{"id":"https://openalex.org/C137176749","wikidata":"https://www.wikidata.org/wiki/Q4105337","display_name":"Psychological resilience","level":2,"score":0.3377000093460083},{"id":"https://openalex.org/C139502532","wikidata":"https://www.wikidata.org/wiki/Q1122090","display_name":"Computational intelligence","level":2,"score":0.32690000534057617},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.32330000400543213},{"id":"https://openalex.org/C206345919","wikidata":"https://www.wikidata.org/wiki/Q20380951","display_name":"Resource (disambiguation)","level":2,"score":0.30869999527931213},{"id":"https://openalex.org/C58941895","wikidata":"https://www.wikidata.org/wiki/Q295865","display_name":"Ecosystem services","level":3,"score":0.2985000014305115},{"id":"https://openalex.org/C2775917145","wikidata":"https://www.wikidata.org/wiki/Q4680750","display_name":"Adaptive management","level":2,"score":0.29429998993873596},{"id":"https://openalex.org/C2778734068","wikidata":"https://www.wikidata.org/wiki/Q1344240","display_name":"Sustainable tourism","level":3,"score":0.2930000126361847},{"id":"https://openalex.org/C179717631","wikidata":"https://www.wikidata.org/wiki/Q2991667","display_name":"Multilayer perceptron","level":3,"score":0.28870001435279846},{"id":"https://openalex.org/C50644808","wikidata":"https://www.wikidata.org/wiki/Q192776","display_name":"Artificial neural network","level":2,"score":0.2879999876022339},{"id":"https://openalex.org/C107327155","wikidata":"https://www.wikidata.org/wiki/Q330268","display_name":"Decision support system","level":2,"score":0.2791000008583069},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.27469998598098755},{"id":"https://openalex.org/C45804977","wikidata":"https://www.wikidata.org/wiki/Q7239673","display_name":"Predictive modelling","level":2,"score":0.27079999446868896},{"id":"https://openalex.org/C201305675","wikidata":"https://www.wikidata.org/wiki/Q852998","display_name":"Stakeholder","level":2,"score":0.2694000005722046},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.26899999380111694},{"id":"https://openalex.org/C75684735","wikidata":"https://www.wikidata.org/wiki/Q858810","display_name":"Big data","level":2,"score":0.2667999863624573},{"id":"https://openalex.org/C134560507","wikidata":"https://www.wikidata.org/wiki/Q753291","display_name":"Environmental economics","level":1,"score":0.2632000148296356},{"id":"https://openalex.org/C183135511","wikidata":"https://www.wikidata.org/wiki/Q3743137","display_name":"Natural resource management","level":3,"score":0.26190000772476196},{"id":"https://openalex.org/C125308379","wikidata":"https://www.wikidata.org/wiki/Q363057","display_name":"Market segmentation","level":2,"score":0.26080000400543213},{"id":"https://openalex.org/C2780748813","wikidata":"https://www.wikidata.org/wiki/Q7649683","display_name":"Sustainable management","level":3,"score":0.25760000944137573}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/frai.2026.1702544","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2026.1702544","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2026.1702544/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},{"id":"pmid:41728271","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41728271","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,"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":"Frontiers in artificial intelligence","raw_type":null},{"id":"pmh:oai:doaj.org/article:da20e6b0c97548c286dae9e9c753c85e","is_oa":true,"landing_page_url":"https://doaj.org/article/da20e6b0c97548c286dae9e9c753c85e","pdf_url":null,"source":{"id":"https://openalex.org/S4306401280","display_name":"DOAJ (DOAJ: Directory of Open Access Journals)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-sa","license_id":"https://openalex.org/licenses/cc-by-sa","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Artificial Intelligence, Vol 9 (2026)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12916584","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12916584/","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,"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":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Artif Intell","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3389/frai.2026.1702544","is_oa":true,"landing_page_url":"https://doi.org/10.3389/frai.2026.1702544","pdf_url":"https://public-pages-files-2025.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2026.1702544/pdf","source":{"id":"https://openalex.org/S4210197006","display_name":"Frontiers in Artificial Intelligence","issn_l":"2624-8212","issn":["2624-8212"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Artificial Intelligence","raw_type":"journal-article"},"sustainable_development_goals":[{"id":"https://metadata.un.org/sdg/8","score":0.505031943321228,"display_name":"Decent work and economic growth"},{"id":"https://metadata.un.org/sdg/12","score":0.4340900480747223,"display_name":"Responsible consumption and production"}],"awards":[],"funders":[],"has_content":{"grobid_xml":true,"pdf":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7127931513.pdf","grobid_xml":"https://content.openalex.org/works/W7127931513.grobid-xml"},"referenced_works_count":31,"referenced_works":["https://openalex.org/W2042506099","https://openalex.org/W2157331557","https://openalex.org/W2770188460","https://openalex.org/W3020880832","https://openalex.org/W3094583338","https://openalex.org/W3107336785","https://openalex.org/W3186976757","https://openalex.org/W3198044798","https://openalex.org/W3200310819","https://openalex.org/W3203511488","https://openalex.org/W3206057453","https://openalex.org/W3211430024","https://openalex.org/W4200318249","https://openalex.org/W4200583798","https://openalex.org/W4205995027","https://openalex.org/W4206585456","https://openalex.org/W4220721166","https://openalex.org/W4224312538","https://openalex.org/W4282921127","https://openalex.org/W4285263093","https://openalex.org/W4312816391","https://openalex.org/W4362566182","https://openalex.org/W4367054752","https://openalex.org/W4367182827","https://openalex.org/W4379144006","https://openalex.org/W4381166698","https://openalex.org/W4385978812","https://openalex.org/W4386303265","https://openalex.org/W4387051113","https://openalex.org/W4387415087","https://openalex.org/W4389204615"],"related_works":[],"abstract_inverted_index":{"Tourism":[0],"in":[1,101,192],"biodiversity-rich":[2],"regions":[3,229],"was":[4],"among":[5],"the":[6,12,30,74,91,110,116,123,158,176,179,233],"sectors":[7],"most":[8],"severely":[9],"disrupted":[10,121],"by":[11,122],"COVID-19":[13],"pandemic,":[14],"which":[15],"amplified":[16],"existing":[17],"socioeconomic":[18,200],"vulnerabilities":[19],"and":[20,23,113,137,247],"placed":[21],"cultural":[22],"natural":[24],"heritage":[25],"conservation":[26,72,248],"at":[27],"risk.":[28],"In":[29],"Peruvian":[31],"Amazon,":[32],"Bagua":[33],"Province":[34],"illustrates":[35],"this":[36,58,60,216],"challenge,":[37],"where":[38,161],"experiential":[39],"tourism":[40,99,241],"is":[41,168],"central":[42],"to":[43,51,170,226,249],"local":[44],"livelihoods":[45],"yet":[46],"lacks":[47],"adaptive":[48,150],"management":[49],"tools":[50],"support":[52],"a":[53,186,219],"sustainable":[54,213],"recovery.":[55],"To":[56],"address":[57],"gap,":[59],"study":[61,177],"introduces":[62],"an":[63],"integrated":[64],"approach":[65],"that":[66,128,189,222],"combines":[67],"artificial":[68,183],"intelligence":[69,184],"with":[70,141,165,202],"biodiversity":[71,203],"through":[73],"application":[75],"of":[76,86,133,152,182,235],"multilayer":[77],"perceptron":[78],"(MLP)":[79],"neural":[80,207],"networks.":[81],"By":[82,205],"analyzing":[83],"two":[84],"decades":[85],"domestic":[87],"visitor":[88,135,163],"data":[89],"(2003-2023),":[90],"research":[92,217],"explores":[93],"how":[94],"predictive":[95,145],"modeling":[96],"can":[97,223],"inform":[98],"governance":[100,187,242],"fragile":[102],"ecosystems.":[103],"Two":[104],"scenarios":[105],"were":[106],"evaluated:":[107],"one":[108],"incorporating":[109],"complete":[111],"dataset":[112],"another":[114],"excluding":[115],"anomalous":[117],"year":[118],"2020,":[119],"heavily":[120],"pandemic.":[124],"The":[125],"findings":[126],"show":[127],"MLP":[129],"models":[130],"are":[131],"capable":[132],"capturing":[134],"dynamics":[136],"forecasting":[138],"demand":[139],"fluctuations":[140],"notable":[142],"accuracy.":[143],"This":[144],"capacity":[146],"allows":[147],"for":[148,198,212],"more":[149],"planning":[151],"ecologically":[153],"sensitive":[154],"sites,":[155],"such":[156],"as":[157,185,209],"Tsunsuntsa":[159],"Waterfall,":[160],"balancing":[162],"inflows":[164],"ecological":[166],"thresholds":[167],"essential":[169],"preventing":[171],"overtourism.":[172],"Beyond":[173],"technical":[174],"accuracy,":[175],"highlights":[178],"strategic":[180],"potential":[181],"tool":[188],"strengthens":[190],"resilience":[191],"post-pandemic":[193],"contexts,":[194],"offering":[195],"actionable":[196],"insights":[197],"harmonizing":[199],"recovery":[201],"preservation.":[204],"positioning":[206],"networks":[208],"vital":[210],"instruments":[211],"destination":[214],"management,":[215],"contributes":[218],"reproducible":[220],"model":[221],"be":[224],"adapted":[225],"other":[227],"vulnerable":[228],"worldwide.":[230],"It":[231],"underscores":[232],"value":[234],"integrating":[236],"advanced":[237],"computational":[238],"methods":[239],"into":[240],"frameworks,":[243],"ultimately":[244],"bridging":[245],"technology":[246],"foster":[250],"long-term":[251],"sustainability.":[252]},"counts_by_year":[],"updated_date":"2026-05-21T06:26:12.895304","created_date":"2026-02-07T00:00:00"}