{"id":"https://openalex.org/W7221802253","doi":"https://doi.org/10.3389/fdgth.2026.1883739","title":"IPF-RAG: temporal-aware retrieval-augmented generation for idiopathic pulmonary fibrosis care","display_name":"IPF-RAG: temporal-aware retrieval-augmented generation for idiopathic pulmonary fibrosis care","publication_year":2026,"publication_date":"2026-10-14","ids":{"openalex":"https://openalex.org/W7221802253","doi":"https://doi.org/10.3389/fdgth.2026.1883739","pmid":"https://pubmed.ncbi.nlm.nih.gov/42952607","pmcid":"https://www.ncbi.nlm.nih.gov/pmc/articles/13713474"},"language":"en","primary_location":{"id":"doi:10.3389/fdgth.2026.1883739","doi":"https://doi.org/10.3389/fdgth.2026.1883739","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2026.1883739","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2026.1883739/pdf","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-4","vabb-shw"],"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 Digital Health","raw_type":"journal-article"},"volume":null,"type":"article","is_traditional":true,"indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2026.1883739/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5120391246","display_name":"Xuejia Zheng","orcid":"https://orcid.org/0000-0002-2079-996X","observed_orcids":["https://orcid.org/0000-0002-2079-996X"]},"institutions":[{"id":"https://openalex.org/I184681353","display_name":"Anhui University of Science and Technology","ror":"https://ror.org/00q9atg80","country_code":"CN","type":"education","lineage":["https://openalex.org/I184681353"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xuejia Zheng","raw_affiliation_strings":["The First Hospital, Anhui University of Science & Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"The First Hospital, Anhui University of Science & Technology","institution_ids":["https://openalex.org/I184681353"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5158768626","display_name":"Xiang Rui","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Xiang Rui","raw_affiliation_strings":["Anhui Provincial International Joint Research Center for Advanced Technology in Medical Imaging, Anhui University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anhui Provincial International Joint Research Center for Advanced Technology in Medical Imaging, Anhui University","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5158711988","display_name":"Teng Long","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210120522","display_name":"Shantou University Medical College","ror":"https://ror.org/02gxych78","country_code":"CN","type":"education","lineage":["https://openalex.org/I4210120522"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Teng Long","raw_affiliation_strings":["Shantou University Medical College"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Shantou University Medical College","institution_ids":["https://openalex.org/I4210120522"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5158701052","display_name":"Liwen Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Liwen Wang","raw_affiliation_strings":["Anhui Provincial International Joint Research Center for Advanced Technology in Medical Imaging, Anhui University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anhui Provincial International Joint Research Center for Advanced Technology in Medical Imaging, Anhui University","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5158739335","display_name":"Zhongdong Lv","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210128628","display_name":"Peking University Shenzhen Hospital","ror":"https://ror.org/03kkjyb15","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128628"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhongdong Lv","raw_affiliation_strings":["Department of Respiratory and Critical Care Medicine, Peking University Shenzhen Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Respiratory and Critical Care Medicine, Peking University Shenzhen Hospital","institution_ids":["https://openalex.org/I4210128628"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5158709355","display_name":"Jincheng Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Jincheng Wang","raw_affiliation_strings":["Anhui Provincial International Joint Research Center for Advanced Technology in Medical Imaging, Anhui University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anhui Provincial International Joint Research Center for Advanced Technology in Medical Imaging, Anhui University","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5158737494","display_name":"Zhe Jin","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Zhe Jin","raw_affiliation_strings":["Anhui Provincial International Joint Research Center for Advanced Technology in Medical Imaging, Anhui University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anhui Provincial International Joint Research Center for Advanced Technology in Medical Imaging, Anhui University","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5158702309","display_name":"Wendi Huang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210128628","display_name":"Peking University Shenzhen Hospital","ror":"https://ror.org/03kkjyb15","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210128628"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Wendi Huang","raw_affiliation_strings":["Department of Respiratory and Critical Care Medicine, Peking University Shenzhen Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Department of Respiratory and Critical Care Medicine, Peking University Shenzhen Hospital","institution_ids":["https://openalex.org/I4210128628"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5158751848","display_name":"Xingbo Dong","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I143868143","display_name":"Anhui University","ror":"https://ror.org/05th6yx34","country_code":"CN","type":"education","lineage":["https://openalex.org/I143868143"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Xingbo Dong","raw_affiliation_strings":["Anhui Provincial International Joint Research Center for Advanced Technology in Medical Imaging, Anhui University"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anhui Provincial International Joint Research Center for Advanced Technology in Medical Imaging, Anhui University","institution_ids":["https://openalex.org/I143868143"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5158735664","display_name":"Qingwen Wang","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I4210105608","display_name":"ShenZhen People\u2019s Hospital","ror":"https://ror.org/01hcefx46","country_code":"CN","type":"healthcare","lineage":["https://openalex.org/I4210105608"]}],"countries":["CN"],"is_corresponding":false,"raw_author_name":"Qingwen Wang","raw_affiliation_strings":["Departments of Nephrology, Shenzhen People\u2019s Hospital"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Departments of Nephrology, Shenzhen People\u2019s Hospital","institution_ids":["https://openalex.org/I4210105608"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5056124363","display_name":"Yong Dai","orcid":null,"observed_orcids":[]},"institutions":[{"id":"https://openalex.org/I184681353","display_name":"Anhui University of Science and Technology","ror":"https://ror.org/00q9atg80","country_code":"CN","type":"education","lineage":["https://openalex.org/I184681353"]}],"countries":["CN"],"is_corresponding":true,"raw_author_name":"Yong Dai","raw_affiliation_strings":["Anhui Provincial Academician Workstation of Anhui University of Science & Technology for Autoimmune Disease Diagnostic Technology","School of Medicine, Anhui University of Science & Technology"],"raw_orcid":null,"affiliations":[{"raw_affiliation_string":"Anhui Provincial Academician Workstation of Anhui University of Science & Technology for Autoimmune Disease Diagnostic Technology","institution_ids":["https://openalex.org/I184681353"]},{"raw_affiliation_string":"School of Medicine, Anhui University of Science & Technology","institution_ids":["https://openalex.org/I184681353"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5056124363","https://openalex.org/A5158751848"],"corresponding_institution_ids":["https://openalex.org/I143868143","https://openalex.org/I184681353"],"apc_list":{"value":2550,"currency":"CHF","value_usd":3077},"apc_paid":{"value":2550,"currency":"CHF","value_usd":3077},"fwci":0.0,"has_fulltext":true,"cited_by_count":0,"citation_normalized_percentile":{"value":0.67563873,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":"8","issue":null,"first_page":"1883739","last_page":"1883739"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.6890000104904175,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},"topics":[{"id":"https://openalex.org/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.6890000104904175,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.2460000067949295,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T10870","display_name":"Interstitial Lung Diseases and Idiopathic Pulmonary Fibrosis","score":0.01889999955892563,"subfield":{"id":"https://openalex.org/subfields/2740","display_name":"Pulmonary and Respiratory Medicine"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/idiopathic-pulmonary-fibrosis","display_name":"idiopathic pulmonary fibrosis","score":1.0},{"id":"https://openalex.org/keywords/retrieval-augmented-generation","display_name":"retrieval-augmented generation","score":0.9980000257492065},{"id":"https://openalex.org/keywords/clinical-decision-support","display_name":"clinical decision support","score":0.9399999976158142},{"id":"https://openalex.org/keywords/large-language-models","display_name":"large language models","score":0.6470000147819519},{"id":"https://openalex.org/keywords/hallucination-mitigation","display_name":"hallucination mitigation","score":0.6800000071525574},{"id":"https://openalex.org/keywords/chronic-disease-management","display_name":"chronic disease management","score":0.6370000243186951}],"concepts":[{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.6758999824523926},{"id":"https://openalex.org/C2778341716","wikidata":"https://www.wikidata.org/wiki/Q2290446","display_name":"Idiopathic pulmonary fibrosis","level":3,"score":0.5697000026702881},{"id":"https://openalex.org/C165064840","wikidata":"https://www.wikidata.org/wiki/Q1321061","display_name":"Matching (statistics)","level":2,"score":0.5557000041007996},{"id":"https://openalex.org/C2779134260","wikidata":"https://www.wikidata.org/wiki/Q12136","display_name":"Disease","level":2,"score":0.4528999924659729},{"id":"https://openalex.org/C177713679","wikidata":"https://www.wikidata.org/wiki/Q679690","display_name":"Intensive care medicine","level":1,"score":0.38519999384880066},{"id":"https://openalex.org/C9652623","wikidata":"https://www.wikidata.org/wiki/Q190109","display_name":"Field (mathematics)","level":2,"score":0.37439998984336853},{"id":"https://openalex.org/C2779951463","wikidata":"https://www.wikidata.org/wiki/Q7268788","display_name":"Quality of life (healthcare)","level":2,"score":0.35989999771118164},{"id":"https://openalex.org/C2982889124","wikidata":"https://www.wikidata.org/wiki/Q107439039","display_name":"Disease management","level":4,"score":0.33980000019073486},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.32280001044273376},{"id":"https://openalex.org/C184337299","wikidata":"https://www.wikidata.org/wiki/Q1437428","display_name":"Semantics (computer science)","level":2,"score":0.31369999051094055},{"id":"https://openalex.org/C158154518","wikidata":"https://www.wikidata.org/wiki/Q7310970","display_name":"Relevance (law)","level":2,"score":0.3091000020503998},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.3061999976634979},{"id":"https://openalex.org/C32220436","wikidata":"https://www.wikidata.org/wiki/Q2072214","display_name":"Personalized medicine","level":2,"score":0.3046000003814697},{"id":"https://openalex.org/C2780559512","wikidata":"https://www.wikidata.org/wiki/Q605709","display_name":"Fibrosis","level":2,"score":0.2953999936580658},{"id":"https://openalex.org/C4554734","wikidata":"https://www.wikidata.org/wiki/Q593744","display_name":"Knowledge base","level":2,"score":0.289000004529953},{"id":"https://openalex.org/C2779974597","wikidata":"https://www.wikidata.org/wiki/Q28448986","display_name":"Clinical Practice","level":2,"score":0.28110000491142273},{"id":"https://openalex.org/C2164484","wikidata":"https://www.wikidata.org/wiki/Q5170150","display_name":"Core (optical fiber)","level":2,"score":0.2791000008583069},{"id":"https://openalex.org/C126322002","wikidata":"https://www.wikidata.org/wiki/Q11180","display_name":"Internal medicine","level":1,"score":0.2721000015735626},{"id":"https://openalex.org/C2989236134","wikidata":"https://www.wikidata.org/wiki/Q31207","display_name":"Patient care","level":2,"score":0.2669999897480011},{"id":"https://openalex.org/C2779530757","wikidata":"https://www.wikidata.org/wiki/Q1207505","display_name":"Quality (philosophy)","level":2,"score":0.2583000063896179},{"id":"https://openalex.org/C3020672099","wikidata":"https://www.wikidata.org/wiki/Q857354","display_name":"Longitudinal data","level":2,"score":0.25690001249313354},{"id":"https://openalex.org/C2992779976","wikidata":"https://www.wikidata.org/wiki/Q3286546","display_name":"Pulmonary disease","level":2,"score":0.2515000104904175}],"mesh":[],"locations_count":4,"locations":[{"id":"doi:10.3389/fdgth.2026.1883739","doi":"https://doi.org/10.3389/fdgth.2026.1883739","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2026.1883739","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2026.1883739/pdf","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-4","vabb-shw"],"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 Digital Health","raw_type":"journal-article"},{"id":"pmh:oai:pubmedcentral.nih.gov:13713474","doi":null,"is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13713474/","pdf_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC13713474/pdf/fdgth-08-1883739.pdf","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","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Front Digit Health","raw_type":"Text"},{"id":"pmid:42952607","doi":null,"is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/42952607","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":"Frontiers in digital health","raw_type":"Journal Article"},{"id":"pmh:oai:doaj.org/article:253812a550a743e0af82f2a292e4b165","doi":null,"is_oa":false,"landing_page_url":"https://doaj.org/article/253812a550a743e0af82f2a292e4b165","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":null,"license_id":null,"version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Digital Health, Vol 8 (2026)","raw_type":"article"}],"best_oa_location":{"id":"doi:10.3389/fdgth.2026.1883739","doi":"https://doi.org/10.3389/fdgth.2026.1883739","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2026.1883739","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2026.1883739/pdf","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"listed_in":["cwts-core","doaj","norway-1","poland-20","russia-white-list-4","vabb-shw"],"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 Digital Health","raw_type":"journal-article"},"sustainable_development_goals":[{"display_name":"Good health and well-being","score":0.9074000120162964,"id":"https://metadata.un.org/sdg/3"}],"study_designs":[],"awards":[],"funders":[{"id":"https://openalex.org/F4320321435","display_name":"Anhui University","ror":"https://ror.org/05th6yx34"},{"id":"https://openalex.org/F4320324787","display_name":"Peking University","ror":"https://ror.org/02v51f717"},{"id":"https://openalex.org/F4320326650","display_name":"Anhui Provincial Department of Science and Technology","ror":"https://ror.org/01e70gy59"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W7221802253.pdf","grobid_xml":"https://content.openalex.org/works/W7221802253.grobid-xml"},"referenced_works_count":34,"referenced_works":["https://openalex.org/W1989338939","https://openalex.org/W2077624007","https://openalex.org/W2770589251","https://openalex.org/W2799479598","https://openalex.org/W2982580298","https://openalex.org/W3004612364","https://openalex.org/W3080627676","https://openalex.org/W3104690562","https://openalex.org/W3177617320","https://openalex.org/W3180817155","https://openalex.org/W4309532009","https://openalex.org/W4318071623","https://openalex.org/W4321483852","https://openalex.org/W4386394491","https://openalex.org/W4387363369","https://openalex.org/W4402692877","https://openalex.org/W4403257872","https://openalex.org/W4404101349","https://openalex.org/W4406813548","https://openalex.org/W4408165783","https://openalex.org/W4408286179","https://openalex.org/W4409091111","https://openalex.org/W4409351910","https://openalex.org/W4409690035","https://openalex.org/W4409919018","https://openalex.org/W4410188253","https://openalex.org/W4411468342","https://openalex.org/W7125561233","https://openalex.org/W7127117965","https://openalex.org/W7133853980","https://openalex.org/W7135012900","https://openalex.org/W7138399475","https://openalex.org/W7164186164","https://openalex.org/W7167211837"],"related_works":["https://openalex.org/W7133534267","https://openalex.org/W4414483645","https://openalex.org/W4415081702","https://openalex.org/W7204915158","https://openalex.org/W4416103232","https://openalex.org/W7126158642","https://openalex.org/W7169200937","https://openalex.org/W7169732189","https://openalex.org/W4417297385","https://openalex.org/W4416034315"],"abstract_inverted_index":{"Personalized":[0],"clinical":[1,31,142,168],"management":[2],"of":[3,50,79,150],"idiopathic":[4],"pulmonary":[5],"fibrosis":[6],"(IPF)":[7],"is":[8],"hindered":[9],"by":[10,75,138],"its":[11],"complex":[12,171],"longitudinal":[13,71],"course":[14],"and":[15,24,53,58,106,134,141],"fragmented,":[16],"unstructured":[17],"data.":[18],"Although":[19],"large":[20],"language":[21],"models":[22],"(LLMs)":[23],"retrieval-augmented":[25],"generation":[26],"(RAG)":[27],"show":[28],"promise":[29],"in":[30,38,167],"decision":[32],"support,":[33],"current":[34],"methods":[35],"face":[36],"challenges":[37],"addressing":[39],"dynamic":[40],"disease":[41,104],"progression":[42,105],"due":[43],"to":[44,55,125],"static":[45],"knowledge":[46,117],"corpora,":[47],"a":[48,66,76],"lack":[49],"temporal":[51,101,116],"awareness,":[52],"susceptibility":[54],"semantic":[56,94],"noise":[57],"hallucinations.":[59],"To":[60],"address":[61],"this,":[62],"we":[63],"propose":[64],"IPF-RAG,":[65],"temporal-aware":[67,97],"RAG":[68],"framework":[69,84],"for":[70,170],"IPF":[72],"care.":[73],"Driven":[74],"curated":[77],"dataset":[78],"58":[80],"patient":[81],"trajectories,":[82],"the":[83,110,148,161],"comprises":[85],"two":[86],"core":[87],"modules.":[88],"The":[89],"Temporal":[90],"Retrieval":[91],"Module":[92,113],"augments":[93],"matching":[95],"with":[96],"evidence":[98],"anchoring,":[99],"establishing":[100],"correlations":[102],"between":[103],"medical":[107,122],"orders.":[108],"Subsequently,":[109],"Structured":[111],"Enhancement":[112],"integrates":[114],"this":[115],"into":[118],"structured":[119],"prompts,":[120],"applying":[121],"logic":[123],"constraints":[124],"guide":[126],"LLMs":[127,166],"toward":[128],"evidence-based":[129],"reasoning.":[130],"Experiments":[131],"on":[132],"internal":[133],"external":[135],"datasets,":[136],"evaluated":[137],"automated":[139],"assessments":[140],"experts,":[143],"demonstrate":[144],"that":[145,160],"IPF-RAG":[146],"improves":[147],"quality":[149],"LLM-generated":[151],"treatment":[152],"plans":[153],"across":[154],"multiple":[155],"dimensions.":[156],"These":[157],"findings":[158],"indicate":[159],"proposed":[162],"approach":[163],"effectively":[164],"assists":[165],"decision-making":[169],"chronic":[172],"diseases.":[173]},"counts_by_year":[],"updated_date":"2026-11-04T10:54:05.112534","created_date":"2026-10-15T00:00:00"}
