{"id":"https://openalex.org/W7119475005","doi":"https://doi.org/10.1186/s12877-025-06772-1","title":"Transforming vacant rural school buildings into age-friendly facilities under China\u2019s aging and low-fertility context: a natural language processing\u2013based evaluation framework","display_name":"Transforming vacant rural school buildings into age-friendly facilities under China\u2019s aging and low-fertility context: a natural language processing\u2013based evaluation framework","publication_year":2026,"publication_date":"2026-01-09","ids":{"openalex":"https://openalex.org/W7119475005","doi":"https://doi.org/10.1186/s12877-025-06772-1","pmid":"https://pubmed.ncbi.nlm.nih.gov/41507835"},"language":"en","primary_location":{"id":"doi:10.1186/s12877-025-06772-1","doi":"https://doi.org/10.1186/s12877-025-06772-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12877-025-06772-1","pdf_url":null,"source":{"id":"https://openalex.org/S14643628","display_name":"BMC Geriatrics","issn_l":"1471-2318","issn":["1471-2318"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","doyens","jufo-2","ki-jl-1","medline","norway-1","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"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":"BMC Geriatrics","raw_type":"journal-article"},"volume":null,"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://doi.org/10.1186/s12877-025-06772-1","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5122329294","display_name":"Quan Wen","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]},{"id":"https://openalex.org/I4405281517","display_name":"Henan Industry and Trade Vocational College","ror":"https://ror.org/04fh9ab65","country_code":"CN","type":"education","lineage":["https://openalex.org/I4405281517"]}],"countries":["CN","MY"],"is_corresponding":true,"raw_author_name":"Quan Wen","raw_affiliation_strings":["School of Art and Design, Henan Industry and Trade Vocational College, Zhengzhou, 450000, China. wenquan@student.usm.my","School of Housing, Building and Planning, Universiti Sains Malaysia (USM), Gelugor, Penang, 11800, Malaysia. wenquan@student.usm.my"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Art and Design, Henan Industry and Trade Vocational College, Zhengzhou, 450000, China. wenquan@student.usm.my","institution_ids":["https://openalex.org/I4405281517"]},{"raw_affiliation_string":"School of Housing, Building and Planning, Universiti Sains Malaysia (USM), Gelugor, Penang, 11800, Malaysia. wenquan@student.usm.my","institution_ids":["https://openalex.org/I139322472"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5135985964","display_name":"Mazran Ismail","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":true,"raw_author_name":"Mazran Ismail","raw_affiliation_strings":["School of Housing, Building and Planning, Universiti Sains Malaysia (USM), Gelugor, Penang, 11800, Malaysia. mazran@usm.my"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Housing, Building and Planning, Universiti Sains Malaysia (USM), Gelugor, Penang, 11800, Malaysia. mazran@usm.my","institution_ids":["https://openalex.org/I139322472"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5070389832","display_name":"Muhammad Hafeez Abdul Nasir","orcid":"https://orcid.org/0000-0002-7057-3475","observed_orcids":["https://orcid.org/0000-0002-7057-3475"]},"institutions":[{"id":"https://openalex.org/I139322472","display_name":"Universiti Sains Malaysia","ror":"https://ror.org/02rgb2k63","country_code":"MY","type":"education","lineage":["https://openalex.org/I139322472"]}],"countries":["MY"],"is_corresponding":false,"raw_author_name":"Muhammad\u00a0Hafeez\u00a0Abdul Nasir","raw_affiliation_strings":["School of Housing, Building and Planning, Universiti Sains Malaysia (USM), Gelugor, Penang, 11800, Malaysia"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"School of Housing, Building and Planning, Universiti Sains Malaysia (USM), Gelugor, Penang, 11800, Malaysia","institution_ids":["https://openalex.org/I139322472"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5122329294","https://openalex.org/A5135985964"],"corresponding_institution_ids":["https://openalex.org/I139322472","https://openalex.org/I4405281517"],"apc_list":{"value":3190,"currency":"USD","value_usd":3190},"apc_paid":{"value":3190,"currency":"USD","value_usd":3190},"fwci":8.3097,"has_fulltext":false,"cited_by_count":1,"citation_normalized_percentile":{"value":0.92498463,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":93,"max":96},"biblio":{"volume":"26","issue":"1","first_page":"179","last_page":"179"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11376","display_name":"Geriatric Care and Nursing Homes","score":0.4912000000476837,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11376","display_name":"Geriatric Care and Nursing Homes","score":0.4912000000476837,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13695","display_name":"Aging, Elder Care, and Social Issues","score":0.3278999924659729,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13423","display_name":"Social Policies and Healthcare Reform","score":0.02889999933540821,"subfield":{"id":"https://openalex.org/subfields/3600","display_name":"General Health Professions"},"field":{"id":"https://openalex.org/fields/36","display_name":"Health Professions"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/low-fertility","display_name":"low fertility","score":0.546999990940094},{"id":"https://openalex.org/keywords/population-aging","display_name":"population aging","score":0.9629999995231628},{"id":"https://openalex.org/keywords/expert-consensus","display_name":"expert consensus","score":0.5059999823570251},{"id":"https://openalex.org/keywords/natural-language-processing","display_name":"natural language processing","score":0.656000018119812},{"id":"https://openalex.org/keywords/scibert","display_name":"SciBERT","score":0.9430000185966492},{"id":"https://openalex.org/keywords/fuzzy-delphi-method","display_name":"fuzzy Delphi method","score":0.8080000281333923},{"id":"https://openalex.org/keywords/rural-china","display_name":"rural China","score":0.49799999594688416}],"concepts":[{"id":"https://openalex.org/C194051981","wikidata":"https://www.wikidata.org/wiki/Q1337691","display_name":"Economic shortage","level":3,"score":0.6299999952316284},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.619700014591217},{"id":"https://openalex.org/C2482559","wikidata":"https://www.wikidata.org/wiki/Q206330","display_name":"Objectivity (philosophy)","level":2,"score":0.5842999815940857},{"id":"https://openalex.org/C129047720","wikidata":"https://www.wikidata.org/wiki/Q175185","display_name":"Rural area","level":2,"score":0.5497999787330627},{"id":"https://openalex.org/C93678727","wikidata":"https://www.wikidata.org/wiki/Q7380583","display_name":"Rural management","level":4,"score":0.45680001378059387},{"id":"https://openalex.org/C56739046","wikidata":"https://www.wikidata.org/wiki/Q192060","display_name":"Knowledge management","level":1,"score":0.3912000060081482},{"id":"https://openalex.org/C552854447","wikidata":"https://www.wikidata.org/wiki/Q131201","display_name":"Sustainable development","level":2,"score":0.38670000433921814},{"id":"https://openalex.org/C2778818304","wikidata":"https://www.wikidata.org/wiki/Q1819478","display_name":"Rehabilitation","level":2,"score":0.37470000982284546},{"id":"https://openalex.org/C50522688","wikidata":"https://www.wikidata.org/wiki/Q189833","display_name":"Economic growth","level":1,"score":0.32109999656677246},{"id":"https://openalex.org/C66204764","wikidata":"https://www.wikidata.org/wiki/Q219416","display_name":"Sustainability","level":2,"score":0.3131999969482422},{"id":"https://openalex.org/C91375879","wikidata":"https://www.wikidata.org/wiki/Q15473274","display_name":"Environmental planning","level":1,"score":0.3075999915599823},{"id":"https://openalex.org/C2779958979","wikidata":"https://www.wikidata.org/wiki/Q3473027","display_name":"Rural health","level":3,"score":0.3005000054836273},{"id":"https://openalex.org/C39549134","wikidata":"https://www.wikidata.org/wiki/Q133080","display_name":"Public relations","level":1,"score":0.2953000068664551},{"id":"https://openalex.org/C539667460","wikidata":"https://www.wikidata.org/wiki/Q2414942","display_name":"Management science","level":1,"score":0.29420000314712524},{"id":"https://openalex.org/C160735492","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Health care","level":2,"score":0.28780001401901245},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.26989999413490295},{"id":"https://openalex.org/C195324797","wikidata":"https://www.wikidata.org/wiki/Q33742","display_name":"Natural language","level":2,"score":0.26440000534057617},{"id":"https://openalex.org/C3019887659","wikidata":"https://www.wikidata.org/wiki/Q191089","display_name":"Older people","level":2,"score":0.26109999418258667},{"id":"https://openalex.org/C159110408","wikidata":"https://www.wikidata.org/wiki/Q121176","display_name":"Nursing","level":1,"score":0.26030001044273376},{"id":"https://openalex.org/C47177190","wikidata":"https://www.wikidata.org/wiki/Q207137","display_name":"Curriculum","level":2,"score":0.2551000118255615},{"id":"https://openalex.org/C74909509","wikidata":"https://www.wikidata.org/wiki/Q10387","display_name":"Gerontology","level":1,"score":0.25380000472068787},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.25200000405311584}],"mesh":[{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000368","descriptor_name":"Aged","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D000375","descriptor_name":"Aging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000375","descriptor_name":"Aging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000375","descriptor_name":"Aging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000375","descriptor_name":"Aging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000375","descriptor_name":"Aging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D000375","descriptor_name":"Aging","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D002681","descriptor_name":"China","qualifier_ui":"Q000453","qualifier_name":"epidemiology","is_major_topic":false},{"descriptor_ui":"D003697","descriptor_name":"Delphi Technique","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003697","descriptor_name":"Delphi Technique","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003697","descriptor_name":"Delphi Technique","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D003697","descriptor_name":"Delphi Technique","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005160","descriptor_name":"Facility Design and Construction","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D005160","descriptor_name":"Facility Design and Construction","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D005160","descriptor_name":"Facility Design and Construction","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D005160","descriptor_name":"Facility Design and Construction","qualifier_ui":"Q000379","qualifier_name":"methods","is_major_topic":true},{"descriptor_ui":"D005160","descriptor_name":"Facility Design and Construction","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D005160","descriptor_name":"Facility Design and Construction","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D005160","descriptor_name":"Facility Design and Construction","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D005160","descriptor_name":"Facility Design and Construction","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D005260","descriptor_name":"Female","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D006801","descriptor_name":"Humans","qualifier_ui":null,"qualifier_name":null,"is_major_topic":false},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D009323","descriptor_name":"Natural Language Processing","qualifier_ui":null,"qualifier_name":null,"is_major_topic":true},{"descriptor_ui":"D012424","descriptor_name":"Rural Population","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":true},{"descriptor_ui":"D012424","descriptor_name":"Rural Population","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":true},{"descriptor_ui":"D012424","descriptor_name":"Rural Population","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":true},{"descriptor_ui":"D012424","descriptor_name":"Rural Population","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":true},{"descriptor_ui":"D012424","descriptor_name":"Rural Population","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":true},{"descriptor_ui":"D012424","descriptor_name":"Rural Population","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":true},{"descriptor_ui":"D012574","descriptor_name":"Schools","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D012574","descriptor_name":"Schools","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D012574","descriptor_name":"Schools","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D012574","descriptor_name":"Schools","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D012574","descriptor_name":"Schools","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D012574","descriptor_name":"Schools","qualifier_ui":"Q000592","qualifier_name":"standards","is_major_topic":true},{"descriptor_ui":"D012574","descriptor_name":"Schools","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":true},{"descriptor_ui":"D012574","descriptor_name":"Schools","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":true},{"descriptor_ui":"D012574","descriptor_name":"Schools","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":true},{"descriptor_ui":"D012574","descriptor_name":"Schools","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":true},{"descriptor_ui":"D012574","descriptor_name":"Schools","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":true},{"descriptor_ui":"D012574","descriptor_name":"Schools","qualifier_ui":"Q000639","qualifier_name":"trends","is_major_topic":true}],"locations_count":5,"locations":[{"id":"doi:10.1186/s12877-025-06772-1","doi":"https://doi.org/10.1186/s12877-025-06772-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12877-025-06772-1","pdf_url":null,"source":{"id":"https://openalex.org/S14643628","display_name":"BMC Geriatrics","issn_l":"1471-2318","issn":["1471-2318"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","doyens","jufo-2","ki-jl-1","medline","norway-1","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"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":"BMC Geriatrics","raw_type":"journal-article"},{"id":"pmid:41507835","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41507835","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"BMC geriatrics","raw_type":"Journal Article"},{"id":"pmh:oai:europepmc.org:11689682","doi":null,"is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12882156","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"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":"Text"},{"id":"pmh:oai:doaj.org/article:199b6747d2664d2c88a0a7bcc3a2875e","doi":null,"is_oa":true,"landing_page_url":"https://doaj.org/article/199b6747d2664d2c88a0a7bcc3a2875e","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,"listed_in":[],"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":"BMC Geriatrics, Vol 26, Iss 1, Pp 1-21 (2026)","raw_type":"article"},{"id":"pmh:oai:pubmedcentral.nih.gov:12882156","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12882156/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":true,"is_in_doaj":false,"is_core":false,"listed_in":[],"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by-nc-nd","license_id":"https://openalex.org/licenses/cc-by-nc-nd","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"BMC Geriatr","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.1186/s12877-025-06772-1","doi":"https://doi.org/10.1186/s12877-025-06772-1","is_oa":true,"landing_page_url":"https://doi.org/10.1186/s12877-025-06772-1","pdf_url":null,"source":{"id":"https://openalex.org/S14643628","display_name":"BMC Geriatrics","issn_l":"1471-2318","issn":["1471-2318"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","dongbi-b","doyens","jufo-2","ki-jl-1","medline","norway-1","poland-100","russia-white-list-2","vabb-shw"],"host_organization":"https://openalex.org/P4310320256","host_organization_name":"BioMed Central","host_organization_lineage":["https://openalex.org/P4310320256","https://openalex.org/P4310319965"],"host_organization_lineage_names":["BioMed Central","Springer Nature"],"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":"BMC Geriatrics","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Sustainable cities and communities","id":"https://metadata.un.org/sdg/11","score":0.5142999887466431},{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.4943999946117401},{"display_name":"Good health and well-being","id":"https://metadata.un.org/sdg/3","score":0.4000000059604645}],"sustainable_development_goals_aurora":[{"display_name":"Industry, innovation and infrastructure","id":"https://metadata.un.org/sdg/9","score":0.6489136219024658}],"study_designs":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":43,"referenced_works":["https://openalex.org/W953261021","https://openalex.org/W2018709758","https://openalex.org/W2026813537","https://openalex.org/W2516487416","https://openalex.org/W2552237468","https://openalex.org/W2793933209","https://openalex.org/W2890348462","https://openalex.org/W2912387865","https://openalex.org/W2914257755","https://openalex.org/W2943775178","https://openalex.org/W2961333696","https://openalex.org/W2969320732","https://openalex.org/W2980752769","https://openalex.org/W3001870961","https://openalex.org/W3004510731","https://openalex.org/W3006365260","https://openalex.org/W3023011957","https://openalex.org/W3083639181","https://openalex.org/W3094812317","https://openalex.org/W3201869313","https://openalex.org/W4200202415","https://openalex.org/W4245631994","https://openalex.org/W4280558279","https://openalex.org/W4281672377","https://openalex.org/W4282591925","https://openalex.org/W4291535425","https://openalex.org/W4310588798","https://openalex.org/W4322744460","https://openalex.org/W4365511667","https://openalex.org/W4380886779","https://openalex.org/W4386119622","https://openalex.org/W4387746845","https://openalex.org/W4387907211","https://openalex.org/W4388719495","https://openalex.org/W4388893332","https://openalex.org/W4396919408","https://openalex.org/W4400591613","https://openalex.org/W4400922135","https://openalex.org/W4400950167","https://openalex.org/W4401929408","https://openalex.org/W4403536294","https://openalex.org/W4406053219","https://openalex.org/W4408334283"],"related_works":[],"abstract_inverted_index":{"BACKGROUND:":[0],"China's":[1],"aging":[2,206],"population":[3],"and":[4,27,40,79,119,144,158,192],"declining":[5,25],"birth":[6],"rates":[7,167],"create":[8],"urgent":[9],"demand":[10],"for":[11,45,180,190],"elderly":[12,28,197],"care":[13,29,49,198],"infrastructure.":[14],"Rural":[15],"areas":[16],"face":[17],"dual":[18],"challenges:":[19],"over":[20],"100,000":[21],"vacant":[22],"schools":[23],"from":[24,72],"enrollment":[26],"facilities":[30],"meeting":[31],"less":[32],"than":[33],"30%":[34],"of":[35,103,114,117,121,168],"demand.":[36],"This":[37,171],"study":[38],"develops":[39],"validates":[41],"a":[42],"comprehensive":[43],"framework":[44,58,173],"assessing":[46],"rural":[47,182,196],"school-to-elderly":[48],"facility":[50],"conversion":[51,184],"feasibility.":[52,185],"METHODS:":[53],"An":[54],"integrated":[55],"computational-expert":[56],"consensus":[57,127,166],"was":[59,98],"developed":[60],"combining":[61],"natural":[62],"language":[63],"processing":[64],"with":[65,105,177],"expert":[66,178],"validation.":[67],"SciBERT":[68],"extracted":[69],"candidate":[70],"indicators":[71,87,134,164],"89":[73],"academic":[74],"articles,":[75],"25":[76],"policy":[77],"documents,":[78],"31":[80],"stakeholder":[81],"interviews.":[82],"Fifteen":[83],"multidisciplinary":[84],"experts":[85],"validated":[86,133,172],"through":[88,200],"two-round":[89],"Fuzzy":[90],"Delphi":[91],"process":[92],"using":[93,100],"triangular":[94],"fuzzy":[95],"numbers.":[96],"Consensus":[97],"assessed":[99],"Kendall's":[101],"coefficient":[102],"concordance":[104],"80%":[106],"acceptance":[107],"threshold.":[108],"RESULTS:":[109],"The":[110],"model":[111],"achieved":[112,165],"F1-score":[113],"0.85,":[115],"precision":[116],"0.87,":[118],"recall":[120],"0.83.":[122],"Expert":[123],"validation":[124],"yielded":[125],"high":[126],"(Kendall's":[128],"W=0.781,":[129],"p<0.001),":[130],"producing":[131],"17":[132],"across":[135],"four":[136],"dimensions:":[137],"building":[138],"conditions,":[139],"functional":[140],"conversion,":[141],"environmental":[142],"renovation,":[143],"socioeconomic":[145],"factors.":[146],"Policy":[147],"support":[148],"emerged":[149],"as":[150],"most":[151],"critical":[152],"(weight=0.0792),":[153],"followed":[154],"by":[155],"resource":[156],"utilization":[157],"catering":[159],"function":[160],"(both":[161],"0.0669).":[162],"All":[163],"80-100%.":[169],"CONCLUSIONS:":[170],"integrates":[174],"computational":[175],"objectivity":[176],"knowledge":[179],"evaluating":[181],"school":[183],"It":[186],"provides":[187],"practical":[188],"guidance":[189],"policymakers":[191],"developers":[193],"to":[194,205],"address":[195],"shortages":[199],"sustainable":[201],"infrastructure":[202],"adaptation,":[203],"applicable":[204],"societies":[207],"globally.":[208]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-10-14T16:39:01.820549","created_date":"2026-01-09T00:00:00"}
