• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

数据泄露对周边医院信息技术投资的影响:来自加利福尼亚州医院的证据。

The impact of data breach on IT investment at neighboring hospitals: Evidence from California Hospitals.

作者信息

Hwang Taewon, Choi Sung J, Lee Jinhyung

机构信息

Department of Economics, Texas A&M University, College Station, TX, USA.

School of Global of Health Management and Informatics, University of Central Florida, Orlando, FL, USA.

出版信息

Digit Health. 2025 Sep 4;11:20552076251375930. doi: 10.1177/20552076251375930. eCollection 2025 Jan-Dec.

DOI:10.1177/20552076251375930
PMID:40918075
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC12411718/
Abstract

OBJECTIVE

This study investigates the effect of data breach incidents on IT investment at neighboring hospitals.

METHODS

Hospital data are collected from the California Department of Health Care Access and Information and matched with the breach archive provided by the U.S. Department of Health and Human Services Office for Civil Rights to construct a set of breached hospitals. Using a community detection algorithm, neighborhoods of hospitals are constructed to serve as the treatment group of breached hospitals against unaffected hospitals. To control for potential differences between affected and unaffected communities, hospitals are matched using propensity score matching. Subsequently, the effect of data breach incidents on IT investment at neighboring hospitals is estimated using a difference-in-differences model.

RESULTS

Analysis of hospital financial data from 2011 to 2017 revealed that neighboring hospitals responded to hacking/IT data breaches with a statistically significant 51% increase ( < 0.05) in IT capital investment in the year following exposure to the breach event. This association was substantially magnified in hospitals with above-median net income, demonstrating a 163% ( < 0.01) increase in IT capital expenditure. However, hospitals with lower net income showed no significant change in IT capital investment. Notably, we observed no statistically significant changes in overall IT expenditure or IT labor costs across any hospital category. Geographically, hacking/IT incidents predominantly occurred in major urban areas where market concentration was lower (HHI of 1243 in treatment groups vs. 1961 in control groups).

CONCLUSION

Data breaches involving hacking/IT incidents at a neighboring hospital could nudge a hospital toward increased IT capital investment. This may result from neighboring hospitals acknowledging the need to take preventive measures. Hospitals should be strategically encouraged to reinforce cybersecurity capacity to minimize loss from future attacks.

摘要

目的

本研究调查数据泄露事件对邻近医院信息技术投资的影响。

方法

从加利福尼亚医疗保健准入与信息部收集医院数据,并与美国卫生与公众服务部民权办公室提供的违规档案进行匹配,以构建一组发生数据泄露的医院。使用社区检测算法构建医院邻域,作为发生数据泄露医院相对于未受影响医院的处理组。为控制受影响社区和未受影响社区之间的潜在差异,使用倾向得分匹配法对医院进行匹配。随后,使用双重差分模型估计数据泄露事件对邻近医院信息技术投资的影响。

结果

对2011年至2017年医院财务数据的分析显示,邻近医院在遭受数据泄露事件后的次年,信息技术资本投资在统计上显著增加了51%(<0.05)。这种关联在净收入中位数以上的医院中大幅放大,信息技术资本支出增加了163%(<0.(此处原文似乎有误,应为<0.01))。然而,净收入较低的医院在信息技术资本投资方面没有显著变化。值得注意的是,我们观察到任何医院类别在总体信息技术支出或信息技术劳动力成本方面均无统计学上的显著变化。在地理上,黑客攻击/信息技术事件主要发生在市场集中度较低的主要城市地区(处理组的赫芬达尔-赫希曼指数为1243,对照组为1961)。

结论

邻近医院发生涉及黑客攻击/信息技术的数据泄露事件可能促使医院增加信息技术资本投资。这可能是因为邻近医院认识到需要采取预防措施。应从战略上鼓励医院加强网络安全能力,以尽量减少未来攻击造成的损失。

相似文献

1
The impact of data breach on IT investment at neighboring hospitals: Evidence from California Hospitals.数据泄露对周边医院信息技术投资的影响:来自加利福尼亚州医院的证据。
Digit Health. 2025 Sep 4;11:20552076251375930. doi: 10.1177/20552076251375930. eCollection 2025 Jan-Dec.
2
Prescription of Controlled Substances: Benefits and Risks管制药品的处方:益处与风险
3
[Volume and health outcomes: evidence from systematic reviews and from evaluation of Italian hospital data].[容量与健康结果:来自系统评价和意大利医院数据评估的证据]
Epidemiol Prev. 2013 Mar-Jun;37(2-3 Suppl 2):1-100.
4
Home treatment for mental health problems: a systematic review.心理健康问题的居家治疗:一项系统综述
Health Technol Assess. 2001;5(15):1-139. doi: 10.3310/hta5150.
5
Comparison of Two Modern Survival Prediction Tools, SORG-MLA and METSSS, in Patients With Symptomatic Long-bone Metastases Who Underwent Local Treatment With Surgery Followed by Radiotherapy and With Radiotherapy Alone.两种现代生存预测工具 SORG-MLA 和 METSSS 在接受手术联合放疗和单纯放疗治疗有症状长骨转移患者中的比较。
Clin Orthop Relat Res. 2024 Dec 1;482(12):2193-2208. doi: 10.1097/CORR.0000000000003185. Epub 2024 Jul 23.
6
Consequences, costs and cost-effectiveness of workforce configurations in English acute hospitals.英国急症医院劳动力配置的后果、成本及成本效益
Health Soc Care Deliv Res. 2025 Jul;13(25):1-107. doi: 10.3310/ZBAR9152.
7
Pulmonary rehabilitation for chronic obstructive pulmonary disease.慢性阻塞性肺疾病的肺康复治疗
Cochrane Database Syst Rev. 2015 Feb 23;2015(2):CD003793. doi: 10.1002/14651858.CD003793.pub3.
8
Aspects of Genetic Diversity, Host Specificity and Public Health Significance of Single-Celled Intestinal Parasites Commonly Observed in Humans and Mostly Referred to as 'Non-Pathogenic'.人类常见且大多被称为“非致病性”的单细胞肠道寄生虫的遗传多样性、宿主特异性及公共卫生意义
APMIS. 2025 Sep;133(9):e70036. doi: 10.1111/apm.70036.
9
Sexual Harassment and Prevention Training性骚扰与预防培训
10
Intravenous magnesium sulphate and sotalol for prevention of atrial fibrillation after coronary artery bypass surgery: a systematic review and economic evaluation.静脉注射硫酸镁和索他洛尔预防冠状动脉搭桥术后房颤:系统评价与经济学评估
Health Technol Assess. 2008 Jun;12(28):iii-iv, ix-95. doi: 10.3310/hta12280.

本文引用的文献

1
Vulnerability to Cyberattacks and Sociotechnical Solutions for Health Care Systems: Systematic Review.医疗保健系统易受网络攻击及相关社会技术解决方案:系统评价。
J Med Internet Res. 2024 May 31;26:e46904. doi: 10.2196/46904.
2
Ransomware Cyberattack Associated With Cardiac Arrest Incidence and Outcomes at Untargeted, Adjacent Hospitals.与非目标相邻医院心脏骤停发生率及转归相关的勒索软件网络攻击
Crit Care Explor. 2024 Apr 10;6(4):e1079. doi: 10.1097/CCE.0000000000001079. eCollection 2024 Apr.
3
Information security and privacy in hospitals: a literature mapping and review of research gaps.
医院的信息安全和隐私:文献研究和研究空白的综述。
Inform Health Soc Care. 2023 Jan 2;48(1):30-46. doi: 10.1080/17538157.2022.2049274. Epub 2022 Mar 17.
4
Data breach remediation efforts and their implications for hospital quality.数据泄露补救工作及其对医院质量的影响。
Health Serv Res. 2019 Oct;54(5):971-980. doi: 10.1111/1475-6773.13203.
5
Guiding interoperable electronic health records through patient-sharing networks.通过患者共享网络引导可互操作的电子健康记录。
NPJ Digit Med. 2018 Dec 10;1:65. doi: 10.1038/s41746-018-0072-y. eCollection 2018.
6
Cybersecurity in Hospitals: A Systematic, Organizational Perspective.医院中的网络安全:系统的组织视角
J Med Internet Res. 2018 May 28;20(5):e10059. doi: 10.2196/10059.
7
A systematic review of propensity score methods in the acute care surgery literature: avoiding the pitfalls and proposing a set of reporting guidelines.急性护理手术文献中倾向评分方法的系统评价:避免陷阱并提出一套报告指南。
Eur J Trauma Emerg Surg. 2018 Jun;44(3):385-395. doi: 10.1007/s00068-017-0786-6. Epub 2017 Mar 24.
8
A Monte Carlo Evaluation of Weighted Community Detection Algorithms.加权社区检测算法的蒙特卡罗评估
Front Neuroinform. 2016 Nov 10;10:45. doi: 10.3389/fninf.2016.00045. eCollection 2016.
9
Cybersecurity in healthcare: A systematic review of modern threats and trends.医疗保健领域的网络安全:对现代威胁与趋势的系统综述
Technol Health Care. 2017;25(1):1-10. doi: 10.3233/THC-161263.
10
Methods for evaluating changes in health care policy: the difference-in-differences approach.评估医疗保健政策变化的方法:双重差分法
JAMA. 2014 Dec 10;312(22):2401-2. doi: 10.1001/jama.2014.16153.