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2010 年至 2019 年美国非营利性医院向美国国内税务局提交的税收文件中健康公平性和差距趋势的文本分析:探索性研究。

Text Analysis of Trends in Health Equity and Disparities From the Internal Revenue Service Tax Documentation Submitted by US Nonprofit Hospitals Between 2010 and 2019: Exploratory Study.

机构信息

RTI International, Durham, NC, United States.

出版信息

J Med Internet Res. 2023 May 24;25:e44330. doi: 10.2196/44330.

Abstract

BACKGROUND

Many US hospitals are classified as nonprofits and receive tax-exempt status partially in exchange for providing benefits to the community. Proof of compliance is collected with the Schedule H form submitted as part of the annual Internal Revenue Service Form 990 (F990H), including a free-response text section that is known for being ambiguous and difficult to audit. This research is among the first to use natural language processing approaches to evaluate this text section with a focus on health equity and disparities.

OBJECTIVE

This study aims to determine the extent to which the free-response text in F990H reveals how nonprofit hospitals address health equity and disparities, including alignment with public priorities.

METHODS

We used free-response text submitted by hospital reporting entities in Part V and VI of the Internal Revenue Service Form 990 Schedule H between 2010 and 2019. We identified 29 main themes connected to health equity and disparities, and 152 related key phrases. We tallied occurrences of these phrases through term frequency analysis, calculated the Moran I statistic to assess geographic variation in 2018, analyzed Google Trends use for the same terms during the same period, and used semantic search with Sentence-BERT in Python to understand contextual use.

RESULTS

We found increased use from 2010 to 2019 across all the 29 phrase themes related to health equity and disparities. More than 90% of hospital reporting entities used terms in 2018 and 2019 related to affordability (2018: 2117/2131, 99.34%; 2019: 1620/1627, 99.57%), government organizations (2018: 2053/2131, 96.33%; 2019: 1577/1627, 96.93%), mental health (2018: 1937/2131, 90.9%; 2019: 1517/1627, 93.24%), and data collection (2018: 1947/2131, 91.37%; 2019: 1502/1627, 92.32%). The themes with the largest relative increase were LGBTQ (lesbian, gay, bisexual, transgender, and queer; 1676%; 2010: 12/2328, 0.51%; 2019: 149/1627, 9.16%) and social determinants of health (958%; 2010: 68/2328, 2.92%; 2019: 503/1627, 30.92%). Terms related to homelessness varied geographically from 2010 to 2018, and terms related to equity, health IT, immigration, LGBTQ, oral health, rural, social determinants of health, and substance use showed statistically significant (P<.05) geographic variation in 2018. The largest percentage point increase was for terms related to substance use (2010: 403/2328, 17.31%; 2019: 1149/1627, 70.62%). However, use in themes such as LGBTQ, disability, oral health, and race and ethnicity ranked lower than public interest in these topics, and some increased mentions of themes were to explicitly say that no action was taken.

CONCLUSIONS

Hospital reporting entities demonstrate an increasing awareness of health equity and disparities in community benefit tax documentation, but these do not necessarily correspond with general population interests or additional action. We propose further investigation of alignment with community health needs assessments and make suggestions for improvements to F990H reporting requirements.

摘要

背景

许多美国医院被归类为非营利组织,并获得免税地位,部分原因是为社区提供福利。合规证明是通过提交年度美国国税局表格 990(F990H)的附表 H 收集的,包括众所周知的模糊和难以审计的自由响应文本部分。这项研究是首批使用自然语言处理方法评估这一文本部分的研究之一,重点是卫生公平和差距。

目的

本研究旨在确定 F990H 中的自由响应文本在多大程度上揭示了非营利医院如何解决卫生公平和差距问题,包括与公共优先事项的一致性。

方法

我们使用了 2010 年至 2019 年期间在国税局表格 990 附表 H 的第 V 和第 VI 部分中由医院报告实体提交的自由响应文本。我们确定了与卫生公平和差距相关的 29 个主要主题,以及 152 个相关关键短语。我们通过术语频率分析计算了这些短语的出现次数,计算了 2018 年的 Moran I 统计数据,分析了同期相同术语的 Google Trends 使用情况,并使用 Python 中的 Sentence-BERT 进行语义搜索以了解上下文用法。

结果

我们发现,2010 年至 2019 年,所有与卫生公平和差距相关的 29 个短语主题的使用都有所增加。超过 90%的医院报告实体在 2018 年和 2019 年使用了与可负担性(2018 年:2117/2131,99.34%;2019 年:1620/1627,99.57%)、政府组织(2018 年:2053/2131,96.33%;2019 年:1577/1627,96.93%)、心理健康(2018 年:1937/2131,90.9%;2019 年:1517/1627,93.24%)和数据收集(2018 年:1947/2131,91.37%;2019 年:1502/1627,92.32%)相关的术语。主题中相对增加最大的是 LGBTQ(女同性恋、男同性恋、双性恋、跨性别和酷儿)和社会决定因素(958%;2010 年:68/2328,2.92%;2019 年:503/1627,30.92%)。 homelessness 相关术语在 2010 年至 2018 年期间存在地理差异,而与平等、卫生信息技术、移民、LGBTQ、口腔健康、农村、社会决定因素和物质使用相关的术语在 2018 年显示出统计学上显著的(P<.05)地理差异。百分比增长最大的是与物质使用相关的术语(2010 年:403/2328,17.31%;2019 年:1149/1627,70.62%)。然而,LGBTQ、残疾、口腔健康和种族和族裔等主题的使用低于公众对这些主题的兴趣,并且一些增加的主题是明确表示没有采取行动。

结论

医院报告实体在社区福利税收文件中对卫生公平和差距的认识有所提高,但这些并不一定与公众利益或额外行动相一致。我们建议进一步调查与社区健康需求评估的一致性,并对 F990H 报告要求提出改进建议。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/f256/10248774/e7eca87a71a1/jmir_v25i1e44330_fig1.jpg

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