Article(id=1322168535988679546, tenantId=1146029695717560320, journalId=1220038315760373764, issueId=1322168387082502716, articleNumber=null, orderNo=null, doi=10.12102/j.issn.1009-6493.2026.06.011, pmid=null, cstr=null, oa=null, hot=null, price=null, onlineType=0, articleFormat=0, articleType=null, articleTypeStr=null, receivedDate=1744214400000, receivedDateStr=2025-04-10, revisedDate=1766505600000, revisedDateStr=2025-12-24, acceptedDate=null, acceptedDateStr=null, onlineDate=1793159143683, onlineDateStr=2026-10-28, pubDate=1774368000000, pubDateStr=2026-03-25, doiRegisterDate=null, doiRegisterDateStr=null, onlineIssueDate=1793159143683, onlineIssueDateStr=2026-10-28, onlineJustAcceptDate=null, onlineJustAcceptDateStr=null, onlineFirstDate=null, onlineFirstDateStr=null, sourceXml=null, magXml=null, createTime=1793159143683, creator=13701087609, updateTime=1793159143683, updator=13701087609, issue=Issue{id=1322168387082502716, tenantId=1146029695717560320, journalId=1220038315760373764, year='2026', volume='40', issue='6', pageStart='881', pageEnd='1056', issueExtLink='null', onlineDate='null', pubDate='1774368000000', pubDateStr='2026-03-25', beforeIssueId=null, nextIssueId=null, price=null, status=1, issueComplete=1, articleOrder=1, issueType=-1, specialIssue=null, createTime=1793159108180, creator='13701087609', updateTime=1793159108180, updator='13701087609', preIssue=null, nextIssue=null, articleTotal=null, ext=null, issueFiles=null, downloadFileDto=null}, startPage=965, endPage=970, ext={EN=ArticleExt(id=1322168537683178363, articleId=1322168535988679546, tenantId=1146029695717560320, journalId=1220038315760373764, language=EN, title=Construction and evaluation of nursing knowledge question answering system based on deep learning, columnId=1220689487877821128, journalTitle=Chinese Nursing Research, columnName=Interdisciplinary Nursing Study, runingTitle=null, highlight=null, articleAbstract=
Objective To construct a nursing knowledge question answering system based on deep learning technology and to evaluate its application effectiveness in clinical nursing.
Methods A knowledge base in the nursing domain was constructed using deep learning methods.The pre-trained language models was taken such as Bidirectional encoder representations from transformers(BERT) as the core to develop the nursing knowledge question answering system.The technical performance and clinical application effects of the system were evaluated.
Results The constructed nursing knowledge question answering system achieved an accuracy of 86.8% on nursing professional questions.The average response time was 1.2 seconds.Clinical application results showed that the system effectively reduced the workload of nurses.The per shift time spent for patients' answering common questions in nurses was decreased by 93.4%.The satisfaction score of the nurse was 4.3.
Conclusions The nursing knowledge question answering system based on deep learning can effectively enhance nursing work efficiency and provide reliable knowledge support for nurses.
, authors=Jiapei YAO, Xiaofei WANG, Dongmei XU, authorsList=Jiapei YAO, Xiaofei WANG, Dongmei XU, authorCompany=null, correspAuthors=Dongmei XU, authorNote=null, correspAuthorsNote=
, copyrightStatement=null, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=null, magXml=null, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=null, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=null, mapNumber=null, fund=null), CN=ArticleExt(id=1322168542913475462, articleId=1322168535988679546, tenantId=1146029695717560320, journalId=1220038315760373764, language=CN, title=基于深度学习护理知识问答系统的构建与评估, columnId=1220689488053981904, journalTitle=护理研究, columnName=交叉护理学研究, runingTitle=null, highlight=null, articleAbstract=
目的 基于深度学习技术构建护理知识问答系统，并评估其在临床护理中的应用效果。
方法 采用深度学习方法构建护理领域知识库，以Transformer的双边编码器表示（BERT）等预训练语言模型为核心，开发护理知识问答系统。对系统的技术性能和临床应用效果进行评估。
结果 构建的护理知识问答系统在护理专业问题上的准确率为86.8%，平均响应时间为1.2 s。临床应用结果显示，系统可有效减轻护士工作负担，护士每班回答病人常见问题时间减少93.4%，护士满意度达4.3分。
结论 基于深度学习的护理知识问答系统能有效提升护理工作效率，为护士提供可靠的知识支持。
, authors=姚嘉佩, 王小飞, 徐冬梅
*, *, authorsList=姚嘉佩, 王小飞, 徐冬梅, authorCompany=null, correspAuthors=徐冬梅, authorNote=
, correspAuthorsNote=
, copyrightStatement=
除非特别声明，本刊刊出的所有文章不代表本刊编委会的观点。, copyrightOwner=null, extLink=null, articleAbsUrl=null, sourceXml=224shGqv8LWMORA7nKHuIQ==, magXml=t+2GBXfNE4bkuZ6kOkokKA==, pdfUrl=null, pdf=null, pdfFileSize=null, pdfExtLink=null, richHtmlUrl=null, mobilePdfUrl=null, reviewReport=null, pdfFirstPage=null, abstractGraph=HtpJmL9kJ2U+jeqkcNIZog==, abstractGraphContent=null, abstractVideo=null, citation=null, cebUrl=null, magXmlContent=Sg7Zv32KdzwjqLQ5AiEJbg==, mapNumber=null, fund=null)}, authors=[Author(id=1322530568697397464, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, orderNo=0, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=null, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1322530568785477850, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, authorId=1322530568697397464, language=EN, stringName=Jiapei YAO, firstName=Jiapei, middleName=null, lastName=YAO, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=
1Changzhou Medical Center, The Second People's Hospital of Changzhou, The Third Affiliated Hospital of Nanjing Medical University, Nanjing Medical University, Jiangsu 213000 China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1322530568860975323, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, authorId=1322530568697397464, language=CN, stringName=姚嘉佩, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=
1南京医科大学常州医学中心，南京医科大学第三附属医院（常州市第二人民医院），江苏 213000, bio={"content":"
姚嘉佩，主管护师，硕士研究生
"}, bioImg=null, bioContent=
姚嘉佩，主管护师，硕士研究生
, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1322530568600928468, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, xref=1, ext=[AuthorCompanyExt(id=1322530568609317077, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, companyId=1322530568600928468, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=
1Changzhou Medical Center, The Second People's Hospital of Changzhou, The Third Affiliated Hospital of Nanjing Medical University, Nanjing Medical University, Jiangsu 213000 China), AuthorCompanyExt(id=1322530568621899990, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, companyId=1322530568600928468, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=
1南京医科大学常州医学中心，南京医科大学第三附属医院（常州市第二人民医院），江苏 213000)])]), Author(id=1322530568940667101, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, orderNo=1, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=null, emailSecond=null, emailThird=null, correspondingAuthor=0, authorType=1, ext={EN=AuthorExt(id=1322530569024553183, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, authorId=1322530568940667101, language=EN, stringName=Xiaofei WANG, firstName=Xiaofei, middleName=null, lastName=WANG, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=
1Changzhou Medical Center, The Second People's Hospital of Changzhou, The Third Affiliated Hospital of Nanjing Medical University, Nanjing Medical University, Jiangsu 213000 China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1322530569087467744, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, authorId=1322530568940667101, language=CN, stringName=王小飞, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=
1南京医科大学常州医学中心，南京医科大学第三附属医院（常州市第二人民医院），江苏 213000, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1322530568600928468, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, xref=1, ext=[AuthorCompanyExt(id=1322530568609317077, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, companyId=1322530568600928468, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=
1Changzhou Medical Center, The Second People's Hospital of Changzhou, The Third Affiliated Hospital of Nanjing Medical University, Nanjing Medical University, Jiangsu 213000 China), AuthorCompanyExt(id=1322530568621899990, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, companyId=1322530568600928468, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=
1南京医科大学常州医学中心，南京医科大学第三附属医院（常州市第二人民医院），江苏 213000)])]), Author(id=1322530569154576610, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, orderNo=2, firstName=null, middleName=null, lastName=null, nameCn=null, orcid=null, stid=null, country=null, authorPic=null, dead=0, email=xdmczey@163.com, emailSecond=null, emailThird=null, correspondingAuthor=1, authorType=1, ext={EN=AuthorExt(id=1322530569234268388, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, authorId=1322530569154576610, language=EN, stringName=Dongmei XU, firstName=Dongmei, middleName=null, lastName=XU, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=null, address=
1Changzhou Medical Center, The Second People's Hospital of Changzhou, The Third Affiliated Hospital of Nanjing Medical University, Nanjing Medical University, Jiangsu 213000 China, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null), CN=AuthorExt(id=1322530569297182949, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, authorId=1322530569154576610, language=CN, stringName=徐冬梅, firstName=null, middleName=null, lastName=null, prefix=null, suffix=null, authorComment=null, nameInitials=null, affiliation=null, department=null, xref=
*, *, address=
1南京医科大学常州医学中心，南京医科大学第三附属医院（常州市第二人民医院），江苏 213000, bio=null, bioImg=null, bioContent=null, aboutCorrespAuthor=null)}, companyList=[AuthorCompany(id=1322530568600928468, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, xref=1, ext=[AuthorCompanyExt(id=1322530568609317077, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, companyId=1322530568600928468, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=
1Changzhou Medical Center, The Second People's Hospital of Changzhou, The Third Affiliated Hospital of Nanjing Medical University, Nanjing Medical University, Jiangsu 213000 China), AuthorCompanyExt(id=1322530568621899990, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, companyId=1322530568600928468, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=
1南京医科大学常州医学中心，南京医科大学第三附属医院（常州市第二人民医院），江苏 213000)])])], keywords=[Keyword(id=1322530569435594982, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=EN, orderNo=1, keyword=deep learning), Keyword(id=1322530569498509543, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=EN, orderNo=2, keyword=artificial intelligence), Keyword(id=1322530569565618408, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=EN, orderNo=3, keyword=knowledge question answering system), Keyword(id=1322530569636921577, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=EN, orderNo=4, keyword=natural language processing), Keyword(id=1322530569708224746, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=EN, orderNo=5, keyword=nursing informatization), Keyword(id=1322530569775333611, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=EN, orderNo=6, keyword=nursing management), Keyword(id=1322530569834053868, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=CN, orderNo=1, keyword=深度学习), Keyword(id=1322530569892774125, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=CN, orderNo=2, keyword=人工智能), Keyword(id=1322530569955688686, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=CN, orderNo=3, keyword=知识问答系统), Keyword(id=1322530570010214639, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=CN, orderNo=4, keyword=自然语言处理), Keyword(id=1322530570077323504, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=CN, orderNo=5, keyword=护理信息化), Keyword(id=1322530570136043761, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=CN, orderNo=6, keyword=护理管理)], refs=[Reference(id=1322530574196130046, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=2025, volume=39, issue=6, pageStart=1033, pageEnd=1037, url=null, language=null, rfNumber=1, rfOrder=0, authorNames=袁祎, 张红梅, 常立阳, journalName=护理研究, refType=null, unstructuredReference=袁祎,张红梅,常立阳,
等.人工智能在慢性肾脏病营养管理中的应用进展[J].
护理研究,
2025,
39(6):1033-1037., articleTitle=人工智能在慢性肾脏病营养管理中的应用进展, refAbstract=null), Reference(id=1322530574288404735, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=2025, volume=39, issue=7, pageStart=1206, pageEnd=1210, url=null, language=null, rfNumber=2, rfOrder=1, authorNames=刘炜彬, 程淑华, 蒋楠, journalName=护理研究, refType=null, unstructuredReference=刘炜彬,程淑华,蒋楠,
等.人工智能技术在老年慢性病病人药物管理中应用的研究进展[J].
护理研究,
2025,
39(7):1206-1210., articleTitle=人工智能技术在老年慢性病病人药物管理中应用的研究进展, refAbstract=null), Reference(id=1322530574611366144, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=2024, volume=39, issue=5, pageStart=61, pageEnd=65, url=null, language=null, rfNumber=3, rfOrder=2, authorNames=曾莹, 张娜, 刘于, journalName=护理学杂志, refType=null, unstructuredReference=曾莹,张娜,刘于,
等.护理工作负荷的概念分析和启示[J].
护理学杂志,
2024,
39(5):61-65., articleTitle=护理工作负荷的概念分析和启示, refAbstract=null), Reference(id=1322530576305864962, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=2020, volume=2021, issue=null, pageStart=599, pageEnd=608, url=null, language=null, rfNumber=4, rfOrder=3, authorNames=MATHEW A, AMUDHA P, SIVAKUMARI S, journalName=Advanced Machine Learning Technologies and Applications, refType=null, unstructuredReference=
MATHEW A,
AMUDHA P,
SIVAKUMARI S.Deep learning techniques:an overview[J].
Advanced Machine Learning Technologies and Applications,
2020,
2021:599-608., articleTitle=Deep learning techniques:an overview, refAbstract=null), Reference(id=1322530576377168131, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=10.48550/arXiv.1907.11692, pmid=null, pmcid=null, year=2019, volume=null, issue=null, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=5, rfOrder=4, authorNames=LIU Y, OTT M, GOYAL N, journalName=Eprint ArXiv, refType=null, unstructuredReference=
LIU Y,OTT M,
GOYAL N,
et al.RoBERTa:a robustly optimized BERT pretraining approach[J].
Eprint ArXiv,
2019., articleTitle=RoBERTa:a robustly optimized BERT pretraining approach, refAbstract=null), Reference(id=1322530576461054212, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=2021, volume=9, issue=11, pageStart=1494, pageEnd=null, url=null, language=null, rfNumber=6, rfOrder=5, authorNames=CHEN Z, QI H Y, WANG L M, journalName=Healthcare, refType=null, unstructuredReference=
CHEN Z,
QI H Y,
WANG L M,
et al.Study on the types of elderly intelligent health management technology and the influencing factors of its adoption[J].
Healthcare,
2021,
9(11):1494., articleTitle=Study on the types of elderly intelligent health management technology and the influencing factors of its adoption, refAbstract=null), Reference(id=1322530576544940293, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=2025, volume=40, issue=5, pageStart=108, pageEnd=113, url=null, language=null, rfNumber=7, rfOrder=6, authorNames=王绍源, 杨东航, 任宇东, journalName=护理学杂志, refType=null, unstructuredReference=王绍源,杨东航,任宇东,
等.大语言模型在护理领域的应用场景与伦理探讨[J].
护理学杂志,
2025,
40(5):108-113., articleTitle=大语言模型在护理领域的应用场景与伦理探讨, refAbstract=null), Reference(id=1322530576758849798, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=2020, volume=3, issue=1, pageStart=17, pageEnd=null, url=null, language=null, rfNumber=8, rfOrder=7, authorNames=SUTTON R T, PINCOCK D, BAUMGART D C, journalName=NPJ Digital Medicine, refType=null, unstructuredReference=
SUTTON R T,
PINCOCK D,
BAUMGART D C,
et al.An overview of clinical decision support systems:benefits,risks,and strategies for success[J].
NPJ Digital Medicine,
2020,
3(1):17., articleTitle=An overview of clinical decision support systems:benefits,risks,and strategies for success, refAbstract=null), Reference(id=1322530576830152967, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=2024, volume=14, issue=2, pageStart=1851, pageEnd=null, url=null, language=null, rfNumber=9, rfOrder=8, authorNames=BARLYBAYEV A, MATKARIMOV B, journalName=IJECE, refType=null, unstructuredReference=
BARLYBAYEV A,
MATKARIMOV B.Development of system for generating questions,answers,distractors using transformers[J].
IJECE,
2024,
14(2):1851., articleTitle=Development of system for generating questions,answers,distractors using transformers, refAbstract=null), Reference(id=1322530576893067528, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=1998, volume=280, issue=15, pageStart=1339, pageEnd=1346, url=null, language=null, rfNumber=10, rfOrder=9, authorNames=HUNT D L, HAYNES R B, HANNA S E, journalName=JAMA, refType=null, unstructuredReference=
HUNT D L,
HAYNES R B,
HANNA S E,
et al.Effects of computer-based clinical decision support systems on physician performance and patient outcomes:a systematic review[J].
JAMA,
1998,
280(15):1339-1346., articleTitle=Effects of computer-based clinical decision support systems on physician performance and patient outcomes:a systematic review, refAbstract=null), Reference(id=1322530577010508041, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=2022, volume=30, issue=8, pageStart=3817, pageEnd=3826, url=null, language=null, rfNumber=11, rfOrder=10, authorNames=HUANG K, JIAO Z Y, CAI Y J, journalName=Journal of Nursing Management, refType=null, unstructuredReference=
HUANG K,
JIAO Z Y,
CAI Y J,
et al.Artificial intelligence-based intelligent surveillance for reducing nurses' working hours in nurse-patient interaction:a two-wave study[J].
Journal of Nursing Management,
2022,
30(8):3817-3826., articleTitle=Artificial intelligence-based intelligent surveillance for reducing nurses' working hours in nurse-patient interaction:a two-wave study, refAbstract=null), Reference(id=1322530577073422602, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=2024, volume=10, issue=null, pageStart=2055 2076241271803, pageEnd=null, url=null, language=null, rfNumber=12, rfOrder=11, authorNames=ALRUWAILI M M, ABUADAS F H, ALSADI M, journalName=Digital Health, refType=null, unstructuredReference=
ALRUWAILI M M,
ABUADAS F H,
ALSADI M,
et al.Exploring nurses' awareness and attitudes toward artificial intelligence:implications for nursing practice[J].
Digital Health,
2024,
10:2055 2076241271803., articleTitle=Exploring nurses' awareness and attitudes toward artificial intelligence:implications for nursing practice, refAbstract=null), Reference(id=1322530577165697291, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=2021, volume=23, issue=11, pageStart=null, pageEnd=null, url=null, language=null, rfNumber=13, rfOrder=12, authorNames=SEIBERT K, DOMHOFF D, BRUCH D, journalName=Journal of Medical Internet Research, refType=null, unstructuredReference=
SEIBERT K,
DOMHOFF D,
BRUCH D,
et al.Application scenarios for artificial intelligence in nursing care:rapid review[J].
Journal of Medical Internet Research,
2021,
23(11):e26522., articleTitle=Application scenarios for artificial intelligence in nursing care:rapid review, refAbstract=null), Reference(id=1322530577257971981, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=2022, volume=11, issue=12, pageStart=687, pageEnd=709, url=null, language=null, rfNumber=14, rfOrder=13, authorNames=ANISUZZAMAN D M, WANG C B, ROSTAMI B, journalName=Advances in Wound Care, refType=null, unstructuredReference=
ANISUZZAMAN D M,
WANG C B,
ROSTAMI B,
et al.Image-based artificial intelligence in wound assessment:a systematic review[J].
Advances in Wound Care,
2022,
11(12):687-709., articleTitle=Image-based artificial intelligence in wound assessment:a systematic review, refAbstract=null), Reference(id=1322530577341858062, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=2024, volume=39, issue=17, pageStart=10, pageEnd=14, url=null, language=null, rfNumber=15, rfOrder=14, authorNames=丁元旗, 黄青梅, 吴傅蕾, journalName=护理学杂志, refType=null, unstructuredReference=丁元旗,黄青梅,吴傅蕾,
等.乳腺癌癌因性疲乏管理知识图谱的构建[J].
护理学杂志,
2024,
39(17):10-14., articleTitle=乳腺癌癌因性疲乏管理知识图谱的构建, refAbstract=null), Reference(id=1322530577413161231, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=2018, volume=18, issue=1, pageStart=545, pageEnd=null, url=null, language=null, rfNumber=16, rfOrder=15, authorNames=MESKÓB, HETÉNYI G, GYŐRFFY Z, journalName=BMC Health Services Research, refType=null, unstructuredReference=MESKÓB,
HETÉNYI G,
GYŐRFFY Z.Will artificial intelligence solve the human resource crisis in healthcare?[J].
BMC Health Services Research,
2018,
18(1):545., articleTitle=Will artificial intelligence solve the human resource crisis in healthcare?, refAbstract=null), Reference(id=1322530577631265040, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, doi=null, pmid=null, pmcid=null, year=2025, volume=40, issue=3, pageStart=459, pageEnd=464, url=null, language=null, rfNumber=17, rfOrder=16, authorNames=郑晓龙, 李家彤, journalName=中国科学院院刊, refType=null, unstructuredReference=郑晓龙,李家彤.人工智能时代的开源与闭源技术模式探讨[J].
中国科学院院刊,
2025,
40(3):459-464., articleTitle=人工智能时代的开源与闭源技术模式探讨, refAbstract=null)], funds=null, companyList=[AuthorCompany(id=1322530568600928468, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, xref=1, ext=[AuthorCompanyExt(id=1322530568609317077, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, companyId=1322530568600928468, language=EN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=
1Changzhou Medical Center, The Second People's Hospital of Changzhou, The Third Affiliated Hospital of Nanjing Medical University, Nanjing Medical University, Jiangsu 213000 China), AuthorCompanyExt(id=1322530568621899990, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, companyId=1322530568600928468, language=CN, country=null, province=null, city=null, postcode=null, companyName=null, departmentName=null, remark=
1南京医科大学常州医学中心，南京医科大学第三附属医院（常州市第二人民医院），江苏 213000)])], figs=[ArticleFig(id=1322530572174475506, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=EN, label=Figure 1, caption=
Overall architecture of the nursing knowledge question answering system based on deep learning, figureFileSmall=mn8h7eMPUG1EAgCDQDPzgA==, figureFileBig=4gkXE22Or7kSH/AO/UIe0Q==, tableContent=null), ArticleFig(id=1322530572241584371, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=CN, label=图1, caption=
基于深度学习的护理知识问答系统整体架构, figureFileSmall=mn8h7eMPUG1EAgCDQDPzgA==, figureFileBig=4gkXE22Or7kSH/AO/UIe0Q==, tableContent=null), ArticleFig(id=1322530572526797044, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=EN, label=Figure 2, caption=
Schematic diagram of working principle of the deep learning model, figureFileSmall=nfxv6MK7oOSeuB5ik/QsXw==, figureFileBig=SJeuGh9OJhPdRGTjpHiDKA==, tableContent=null), ArticleFig(id=1322530572602294517, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=CN, label=图2, caption=
深度学习模型工作原理示意图, figureFileSmall=nfxv6MK7oOSeuB5ik/QsXw==, figureFileBig=SJeuGh9OJhPdRGTjpHiDKA==, tableContent=null), ArticleFig(id=1322530572669403382, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=EN, label=Figure 3, caption=
Training loss curves of the model at different stages, figureFileSmall=cLUhsd1lyvQfQdBq+k7mIQ==, figureFileBig=wDgyOSkpVaEwZ55bjQMeBA==, tableContent=null), ArticleFig(id=1322530572925255927, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=CN, label=图3, caption=
模型不同阶段训练损失曲线, figureFileSmall=cLUhsd1lyvQfQdBq+k7mIQ==, figureFileBig=wDgyOSkpVaEwZ55bjQMeBA==, tableContent=null), ArticleFig(id=1322530572992364792, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=EN, label=Figure 4, caption=
Training accuracy curves of the model at different stages, figureFileSmall=5duYAEZ/xxyNOm94CBUxQg==, figureFileBig=nVWqPz04woORMQFiPbMUrw==, tableContent=null), ArticleFig(id=1322530573072056569, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=CN, label=图4, caption=
模型不同阶段训练准确率曲线, figureFileSmall=5duYAEZ/xxyNOm94CBUxQg==, figureFileBig=nVWqPz04woORMQFiPbMUrw==, tableContent=null), ArticleFig(id=1322530573164331258, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=EN, label=Figure 5, caption=
System accuracy for different types of nursing questions, figureFileSmall=PncFCM9uV2a3UVH0gHwR2g==, figureFileBig=GtUCUv4pcjjYhV/WDdhnUA==, tableContent=null), ArticleFig(id=1322530573235634427, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=CN, label=图5, caption=
不同类型护理问题的系统准确率, figureFileSmall=PncFCM9uV2a3UVH0gHwR2g==, figureFileBig=GtUCUv4pcjjYhV/WDdhnUA==, tableContent=null), ArticleFig(id=1322530573315326204, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=EN, label=Table 1, caption=
Comparison of nursing work efficiency before and after application of the knowledge question answering system(n=83)
, figureFileSmall=null, figureFileBig=null, tableContent=
| 评估指标 | 系统应用前（min） | 系统应用后（min） | 减少率（%） | t值（应用前后比较） | P |
|---|
| 每班回答病人常见问题时间 | 25.8±4.2 | 1.7±0.5 | 93.4 | 53.27 | <0.001 |
| 每班护理文档查询时间 | 14.7±3.1 | 2.1±0.6 | 85.7 | 37.65 | <0.001 |
| 每班专业咨询时间 | 45.6±6.4 | 12.3±2.8 | 73.0 | 45.93 | <0.001 |
| 每班操作流程确认时间 | 18.3±3.7 | 3.5±0.9 | 80.9 | 36.12 | <0.001 |
| 每班新护士指导时间 | 36.2±5.8 | 11.4±2.3 | 68.5 | 39.84 | <0.001 |
), ArticleFig(id=1322530573420183805, tenantId=1146029695717560320, journalId=1220038315760373764, articleId=1322168535988679546, language=CN, label=表1, caption=
护理知识问答系统应用前后护士工作效率比较(n=83)
, figureFileSmall=null, figureFileBig=null, tableContent=
| 评估指标 | 系统应用前（min） | 系统应用后（min） | 减少率（%） | t值（应用前后比较） | P |
|---|
| 每班回答病人常见问题时间 | 25.8±4.2 | 1.7±0.5 | 93.4 | 53.27 | <0.001 |
| 每班护理文档查询时间 | 14.7±3.1 | 2.1±0.6 | 85.7 | 37.65 | <0.001 |
| 每班专业咨询时间 | 45.6±6.4 | 12.3±2.8 | 73.0 | 45.93 | <0.001 |
| 每班操作流程确认时间 | 18.3±3.7 | 3.5±0.9 | 80.9 | 36.12 | <0.001 |
| 每班新护士指导时间 | 36.2±5.8 | 11.4±2.3 | 68.5 | 39.84 | <0.001 |
)], attaches=null, journal=Journal(id=1220037649855897604, delFlag=0, nameCn=护理研究, nameEn=Chinese Nursing Research, nameHistory1=null, nameHistory2=null, issn=1009-6493, eissn=null, cn=14-1272/R, coden=null, periodic=3, language=CN, oaType=null, ccby=null, superviseOffice=null, ownerOffice=null, pubOffice=null, editorOffice=null, officeType=null, aims=null, clcCode=null, officeProv=null, officeCity=null, officeAddr=null, officeZip=null, officeEmail=null, officePhone=null, editDirector=null, officeDirector=null, officeDirectorPhone=null, officeStaffNum=null, officeEmpNum=null, coverPicUrl=5ND/w5RQYz//x8ucn+e6Vw==, journalPrice=null, startedYear=null, abbrevIsoEn=Chinese Nursing Research, journalRemark=null, publicationField=null, createdTime=1768809242933, updatedTime=1789628561524, createdBy=18614031015, updatedBy=13041195026, firstLetterCn=H, firstLetterEn=H, subjectCode=Medical and Pharmaceutical Sciences, subjectName=null, subjectCodeEn=Medical and Pharmaceutical Sciences, subjectNameEn=null, picCn=5ND/w5RQYz//x8ucn+e6Vw==, picEn=vXneBBf6WfTz/ls4yy3nnA==, jcr=null, cjcr=null, exts=[JournalExt(id=1307360202571928186, language=CN, name=护理研究, nameHistory1=null, nameHistory2=null, managedBy=, sponsoredBy=, publishedBy=, editorOffice=, officeProv=null, officeCity=null, officeAddr=, officeZip=, editDirector=, officeDirector=null, officePhone=null, coverPicUrl=null, journalRemark=, submitArticleUrl=null, websiteUrl=, createdTime=1789628561871, updatedTime=1789628561871, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=, submissionAuthorUrl=https://journal.ids.fzyun.cn/auth/realms/journal/protocol/openid-connect/auth?client_id=journal-sxyxqks-author&redirect_uri=https%3A%2F%2Fgj.sxyxqks.com%2Foauth%2Fcallback&response_type=code&scope=phone+openid+email+profile&state=1de4c13f-4807-4ea4-8d8a-5, submissionEditorUrl=https://journal.ids.fzyun.cn/auth/realms/journal/protocol/openid-connect/auth?client_id=journal-sxyxqks-author&redirect_uri=https%3A%2F%2Fgj.sxyxqks.com%2Foauth%2Fcallback&response_type=code&scope=phone+openid+email+profile&state=321a724c-d51d-4f08-a85e-2, submissionReviewUrl=https://journal.ids.fzyun.cn/auth/realms/journal/protocol/openid-connect/auth?client_id=journal-sxyxqks-author&redirect_uri=https%3A%2F%2Fgj.sxyxqks.com%2Foauth%2Fcallback&response_type=code&scope=phone+openid+email+profile&state=dadec7f2-d93c-4f73-8f97-e, submissionCeEditorUrl=, submissionAeEditorUrl=, option={"copyright":""}), JournalExt(id=1307360202618065531, language=EN, name=Chinese Nursing Research, nameHistory1=null, nameHistory2=null, managedBy=, sponsoredBy=, publishedBy=, editorOffice=, officeProv=null, officeCity=null, officeAddr=, officeZip=, editDirector=, officeDirector=null, officePhone=null, coverPicUrl=null, journalRemark=, submitArticleUrl=null, websiteUrl=, createdTime=1789628561882, updatedTime=1789628561882, createdBy=13041195026, updatedBy=13041195026, submissionGuidelinesUrl=, submissionAuthorUrl=https://journal.ids.fzyun.cn/auth/realms/journal/protocol/openid-connect/auth?client_id=journal-sxyxqks-author&redirect_uri=https%3A%2F%2Fgj.sxyxqks.com%2Foauth%2Fcallback&response_type=code&scope=phone+openid+email+profile&state=1de4c13f-4807-4ea4-8d8a-5, submissionEditorUrl=https://journal.ids.fzyun.cn/auth/realms/journal/protocol/openid-connect/auth?client_id=journal-sxyxqks-author&redirect_uri=https%3A%2F%2Fgj.sxyxqks.com%2Foauth%2Fcallback&response_type=code&scope=phone+openid+email+profile&state=321a724c-d51d-4f08-a85e-2, submissionReviewUrl=https://journal.ids.fzyun.cn/auth/realms/journal/protocol/openid-connect/auth?client_id=journal-sxyxqks-author&redirect_uri=https%3A%2F%2Fgj.sxyxqks.com%2Foauth%2Fcallback&response_type=code&scope=phone+openid+email+profile&state=dadec7f2-d93c-4f73-8f97-e, submissionCeEditorUrl=, submissionAeEditorUrl=, option={"copyright":""})], databaseList=null, tenantJournalId=1220038315760373764, websiteList=[Website(id=1220043903038837076, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1220038315760373764, journalNameCn=null, journalNameEn=null, grayFlag=null, tenantId=1146029695717560320, platformId=null, journalGroupId=null, journalGroupNameCn=null, journalGroupNameEn=null, type=1, domain=https://castjournals.cast.org.cn/joweb/hlyj/CN, language=CN, createTime=1768810733804, createBy=18614031015, updateTime=1768811130580, updateBy=18614031015, name=护理研究-中文, tplId=1146099689490845704, title=护理研究, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1228001613021904925, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903038837076, code=articleTextType, value=kx, createTime=1770707999711, updateTime=1770707999711, creator=18614031015, updator=18614031015), WebsiteProps(id=1228001613005127706, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903038837076, code=banner, value=null, createTime=1770707999707, updateTime=1770707999707, creator=18614031015, updator=18614031015), WebsiteProps(id=1228001613038682144, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903038837076, code=grayFlag, value=0, createTime=1770707999715, updateTime=1770707999715, creator=18614031015, updator=18614031015), WebsiteProps(id=1228001613000933401, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903038837076, code=logo, value=https://castjournals.cast.org.cn/joweb/hlyj/CN/file/pic?fileId=pB29yYO+7WdTp0HLQ4KSzg==, createTime=1770707999706, updateTime=1770707999706, creator=18614031015, updator=18614031015), WebsiteProps(id=1228001613047070754, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903038837076, code=minRunFlag, value=0, createTime=1770707999717, updateTime=1770707999717, creator=18614031015, updator=18614031015), WebsiteProps(id=1228001613017710620, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903038837076, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/hlyj/CN/file/pic, createTime=1770707999710, updateTime=1770707999710, creator=18614031015, updator=18614031015), WebsiteProps(id=1228001613042876449, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903038837076, code=silenceFlag, value=0, createTime=1770707999716, updateTime=1770707999716, creator=18614031015, updator=18614031015), WebsiteProps(id=1228001613013516315, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903038837076, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_cn_619/, createTime=1770707999709, updateTime=1770707999709, creator=18614031015, updator=18614031015), WebsiteProps(id=1228001613026099230, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903038837076, code=themeColor, value=null, createTime=1770707999712, updateTime=1770707999712, creator=18614031015, updator=18614031015), WebsiteProps(id=1228001613034487839, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903038837076, code=themeStyle, value=null, createTime=1770707999714, updateTime=1770707999714, creator=18614031015, updator=18614031015)]), Website(id=1220043903097557352, webName=null, webTitle=null, webDomain=null, webCopyrigh=null, webIpcNo=null, seoTitle=null, seoKeywords=null, seoDescription=null, tenantJournalId=null, journalId=1220038315760373764, journalNameCn=null, journalNameEn=null, grayFlag=null, tenantId=1146029695717560320, platformId=null, journalGroupId=null, journalGroupNameCn=null, journalGroupNameEn=null, type=1, domain=https://castjournals.cast.org.cn/joweb/hlyj/EN, language=EN, createTime=1768810733819, createBy=18614031015, updateTime=1768811154181, updateBy=18614031015, name=护理研究-英文, tplId=1146101810881728533, title=Chinese Nursing Research, delFlag=0, indexPage=/home, props=[WebsiteProps(id=1220045841042166147, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903097557352, code=articleTextType, value=kx, createTime=1768811195860, updateTime=1768811195860, creator=18614031015, updator=18614031015), WebsiteProps(id=1220045841017000320, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903097557352, code=banner, value=null, createTime=1768811195854, updateTime=1768811195854, creator=18614031015, updator=18614031015), WebsiteProps(id=1220045841063137670, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903097557352, code=grayFlag, value=0, createTime=1768811195865, updateTime=1768811195865, creator=18614031015, updator=18614031015), WebsiteProps(id=1220045841008611711, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903097557352, code=logo, value=https://castjournals.cast.org.cn/joweb/hlyj/EN/file/pic?fileId=pB29yYO+7WdTp0HLQ4KSzg==, createTime=1768811195852, updateTime=1768811195852, creator=18614031015, updator=18614031015), WebsiteProps(id=1220045841075720584, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903097557352, code=minRunFlag, value=0, createTime=1768811195868, updateTime=1768811195868, creator=18614031015, updator=18614031015), WebsiteProps(id=1220045841033777538, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903097557352, code=picServerUrl, value=https://castjournals.cast.org.cn/joweb/hlyj/EN/file/pic, createTime=1768811195858, updateTime=1768811195858, creator=18614031015, updator=18614031015), WebsiteProps(id=1220045841071526279, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903097557352, code=silenceFlag, value=0, createTime=1768811195867, updateTime=1768811195867, creator=18614031015, updator=18614031015), WebsiteProps(id=1220045841025388929, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903097557352, code=staticResourcePath, value=https://castjournals.cast.org.cn/joweb/cast_kjdb_en_623/, createTime=1768811195857, updateTime=1768811195857, creator=18614031015, updator=18614031015), WebsiteProps(id=1220045841046360452, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903097557352, code=themeColor, value=null, createTime=1768811195861, updateTime=1768811195861, creator=18614031015, updator=18614031015), WebsiteProps(id=1220045841054749061, tenantId=1146029695717560320, journalId=null, journalGroupId=null, siteId=1220043903097557352, code=themeStyle, value=null, createTime=1768811195863, updateTime=1768811195863, creator=18614031015, updator=18614031015)])], journalTitle=护理研究, weixinUrl=null, journalUrl=https://www.hlyjzz.com/, iacademicId=null, status=1, seqNo=null, journalTitleEn=Chinese Nursing Research, journalPhotoCn=5ND/w5RQYz//x8ucn+e6Vw==, journalPhotoEn=vXneBBf6WfTz/ls4yy3nnA==, journalFirstLetter=H, journalRecommend=null, journalNew=null, journalCollection=null, jcrJf=null, cjcrJf=null, jcrJfStr=null, cjcrJfStr=null, submissionFirstDecision=null, sciSubjectClassification=null, casSubjectClassification=null, citeScore=null, totalCitationFrequency=null, icpCode=null, psCode=null, advertisingLicenseCode=null, copyrightInformation=null, country=null, option=, provinceCode=null, provinceName=null, collectFlag=false, interPubPlatform=, interPubPlatformUrl=null), detailUrlCn=https://castjournals.cast.org.cn/joweb/hlyj/CN/10.12102/j.issn.1009-6493.2026.06.011, detailUrlEn=https://castjournals.cast.org.cn/joweb/hlyj/EN/10.12102/j.issn.1009-6493.2026.06.011, pdfUrlCn=https://castjournals.cast.org.cn/joweb/hlyj/CN/PDF/10.12102/j.issn.1009-6493.2026.06.011, pdfUrlEn=https://castjournals.cast.org.cn/joweb/hlyj/EN/PDF/10.12102/j.issn.1009-6493.2026.06.011, aliStartDate=0, aliEndDate=0, collectionFlag=false, citedCount=null, citedUrl=null, previewStatus=0, delFlag=0, hasFullText=1, orderTime=1774368000000, fullTextJson=null, articleText=null, reference=null)
全屏
文章导航
27
10
关闭全屏
北京市海淀区学院南路86号
010-62662699（运营及技术支持）
qkjq@cast.org.cn
