• 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

健康移民效应?利用机器学习估计美国无证移民人口的健康结果。

A healthy migrant effect? Estimating health outcomes of the undocumented immigrant population in the United States using machine learning.

机构信息

Berliner Institut für Empirische Integrations- und Migrationsforschung/BIM, Berlin, Germany.

University of Utah, Department of Sociology, Salt Lake City, UT, USA.

出版信息

Soc Sci Med. 2022 Aug;307:115177. doi: 10.1016/j.socscimed.2022.115177. Epub 2022 Jun 30.

DOI:10.1016/j.socscimed.2022.115177
PMID:35785643
Abstract

This paper investigated whether the commonly observed immigrant health advantage persists among undocumented immigrants in the U.S. and provides nationally representative evidence on the health of this vulnerable population. Data were derived from pooled cross-sections of the National Health Interview Survey (NHIS, 2000-2018). The legal status of foreign-born NHIS respondents is imputed using a non-parametric machine learning model built based on information from the 2004, 2008 and 2014 cohorts of the Survey of Income and Program Participation (SIPP). Multivariate logistic regression analysis indicated that, despite exposure to numerous additional risk factors, the undocumented population experienced a more pronounced Healthy Migrant Effect, with lower odds of reporting fair or poor self-rated health, any physician-diagnosed chronic conditions or being obese. The observed patterns in undocumented health outcomes may be related to the additional challenges and exclusionary policies associated with undocumented migration that could in turn lead to a more pronounced selection of healthy and resilient individuals.

摘要

本文探讨了在美国无证移民中是否存在普遍观察到的移民健康优势,并为这一脆弱人群的健康状况提供了全国代表性证据。数据来自国家健康访谈调查(NHIS,2000-2018 年)的多个横截面。利用基于 2004 年、2008 年和 2014 年参与收入和计划调查(SIPP)队列信息构建的非参数机器学习模型,对出生在国外的 NHIS 受访者的法律地位进行了推断。多变量逻辑回归分析表明,尽管面临许多额外的风险因素,无证移民群体仍表现出更明显的健康移民效应,自述健康状况不佳或较差、任何医生诊断的慢性疾病或肥胖的可能性较低。无证移民健康结果中观察到的模式可能与无证移民相关的额外挑战和排斥性政策有关,这反过来可能导致更明显地选择健康和有韧性的个体。

相似文献

1
A healthy migrant effect? Estimating health outcomes of the undocumented immigrant population in the United States using machine learning.健康移民效应?利用机器学习估计美国无证移民人口的健康结果。
Soc Sci Med. 2022 Aug;307:115177. doi: 10.1016/j.socscimed.2022.115177. Epub 2022 Jun 30.
2
Undocumented Latino Immigrants and the Latino Health Paradox.无证拉丁裔移民与拉丁裔健康悖论。
Am J Prev Med. 2023 Aug;65(2):296-306. doi: 10.1016/j.amepre.2023.02.010. Epub 2023 Mar 7.
3
Comparing immigration status and health patterns between Latinos and Asians: Evidence from the Survey of Income and Program Participation.比较拉丁裔和亚裔的移民身份和健康模式:来自收入和参与计划调查的证据。
PLoS One. 2021 Feb 2;16(2):e0246239. doi: 10.1371/journal.pone.0246239. eCollection 2021.
4
Using machine learning to impute legal status of immigrants in the National Health Interview Survey.利用机器学习估算《国家健康访谈调查》中移民的法律地位。
MethodsX. 2022 Sep 8;9:101848. doi: 10.1016/j.mex.2022.101848. eCollection 2022.
5
Psychological distress in middle eastern immigrants to the United States: A challenge to the healthy migrant model?美国中东移民的心理困扰:对健康移民模式的挑战?
Soc Sci Med. 2021 Apr;274:113765. doi: 10.1016/j.socscimed.2021.113765. Epub 2021 Feb 16.
6
Comparison of Use of Health Care Services and Spending for Unauthorized Immigrants vs Authorized Immigrants or US Citizens Using a Machine Learning Model.使用机器学习模型比较非法移民与合法移民或美国公民在医疗服务使用和支出方面的差异。
JAMA Netw Open. 2020 Dec 1;3(12):e2029230. doi: 10.1001/jamanetworkopen.2020.29230.
7
Legal Status, Time in the USA, and the Well-Being of Latinos in Los Angeles.拉丁裔在洛杉矶的法律地位、在美国的时间和幸福感。
J Urban Health. 2017 Dec;94(6):764-775. doi: 10.1007/s11524-017-0197-3.
8
Explaining the Immigrant Health Advantage: Self-selection and Protection in Health-Related Factors Among Five Major National-Origin Immigrant Groups in the United States.解读移民健康优势:美国五大主要原籍国移民群体健康相关因素中的自我选择与保护
Demography. 2017 Feb;54(1):175-200. doi: 10.1007/s13524-016-0542-2.
9
Health Care Access and Physical and Behavioral Health Among Undocumented Latinos in California.加州无证拉丁裔的医疗保健机会获取情况以及身心健康。
Med Care. 2018 Nov;56(11):919-926. doi: 10.1097/MLR.0000000000000985.
10
The healthy immigrant (migrant) effect: In search of a better native-born comparison group.健康移民效应:寻找更好的本土出生对照群体。
Soc Sci Res. 2015 Nov;54:353-65. doi: 10.1016/j.ssresearch.2015.08.008. Epub 2015 Aug 31.

引用本文的文献

1
Including Undocumented Immigrants in Health Research-A Narrative Review of Barriers, Effective Approaches, and Best Practices in the United States.将无证移民纳入健康研究——美国障碍、有效方法及最佳实践的叙述性综述
Health Sci Rep. 2025 Jul 21;8(7):e71091. doi: 10.1002/hsr2.71091. eCollection 2025 Jul.
2
Health transition of Thai migrant women in Japan: a preliminary cross-sectional study in a country with insufficient migrant health data.在日本的泰国移民女性的健康转变:在一个移民健康数据不足的国家进行的初步横断面研究。
Arch Public Health. 2025 Jul 2;83(1):172. doi: 10.1186/s13690-025-01649-6.
3
Disparities in Cancer Screening Among the Foreign-Born Population in the United States: A Narrative Review.
美国外国出生人口的癌症筛查差异:一项叙述性综述。
Cancers (Basel). 2025 Feb 8;17(4):576. doi: 10.3390/cancers17040576.
4
How Public Service Accessibility Affects Health of Migrants: Evidence from China.公共服务可及性如何影响移民健康:来自中国的证据
Risk Manag Healthc Policy. 2024 Dec 10;17:3065-3084. doi: 10.2147/RMHP.S475634. eCollection 2024.
5
The Health Status of Undocumented Immigrants from Asian Countries in the United States: A Scoping Review and Recommendations for Future Directions.美国亚洲无证移民的健康状况:范围综述及未来方向的建议
J Immigr Minor Health. 2024 Dec;26(6):1099-1112. doi: 10.1007/s10903-024-01625-2. Epub 2024 Aug 24.
6
Healthcare Utilization and Chronic Disease Management for Non-Medicaid-Eligible Patients in a City-Wide Safety-Net Healthcare Access Program.全市性安全网医疗保健准入项目中不符合医疗补助资格患者的医疗保健利用与慢性病管理
J Gen Intern Med. 2025 Feb;40(2):430-436. doi: 10.1007/s11606-024-08983-5. Epub 2024 Aug 5.
7
The Association between Migration and Prevalence of Allergic Diseases: A Systematic Review and Meta-Analysis.移民与过敏性疾病患病率的关联:系统评价和荟萃分析。
Int Arch Allergy Immunol. 2024;185(11):1099-1122. doi: 10.1159/000539382. Epub 2024 Jun 20.
8
Prevalence of Chronic Pain by Immigration Status and Latino Ethnicity.按移民身份和拉丁裔种族划分的慢性疼痛患病率
J Racial Ethn Health Disparities. 2024 Jun 18. doi: 10.1007/s40615-024-02056-3.
9
Increasing Access to Medical Care for Hispanic Women Without Insurance: A Mobile Clinic Approach.为无保险的西班牙裔女性增加获得医疗保健的机会:移动诊所方法。
J Immigr Minor Health. 2024 Jun;26(3):482-491. doi: 10.1007/s10903-023-01575-1. Epub 2024 Jan 3.
10
Food Insecurity Disparities Among Immigrants in the U.S.美国移民中的粮食不安全差异
AJPM Focus. 2023 Jun 7;2(3):100113. doi: 10.1016/j.focus.2023.100113. eCollection 2023 Sep.