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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Epidemiol.</journal-id>
<journal-title>Frontiers in Epidemiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Epidemiol.</abbrev-journal-title>
<issn pub-type="epub">2674-1199</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fepid.2024.1212114</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Epidemiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Everyday discrimination and satisfaction with nature experiences</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes"><name><surname>Schinasi</surname><given-names>Leah H.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/2292469/overview"/>
</contrib>
<contrib contrib-type="author"><name><surname>Lawrence</surname><given-names>Jourdyn A.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2260750/overview" />
</contrib>
</contrib-group>
<aff id="aff1"><label><sup>1</sup></label><institution>Department of Environmental and Occupational Health, Drexel University</institution>, <addr-line>Philadelphia, PA</addr-line>, <country>United States</country></aff>
<aff id="aff2"><label><sup>2</sup></label><institution>Urban Health Collaborative, Drexel University</institution>, <addr-line>Philadelphia, PA</addr-line>, <country>United States</country></aff>
<aff id="aff3"><label><sup>3</sup></label><institution>Department of Epidemiology and Biostatistics, Drexel University</institution>, <addr-line>Philadelphia, PA</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p><bold>Edited by:</bold> Genee Smith, Johns Hopkins University, United States</p></fn>
<fn fn-type="edited-by"><p><bold>Reviewed by:</bold> Viniece Jennings, Agnes Scott College, United States</p>
<p>Kendra Sims, Boston University, United States</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Leah H. Schinasi <email>lhs36@drexel.edu</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>30</day><month>05</month><year>2024</year></pub-date>
<pub-date pub-type="collection"><year>2024</year></pub-date>
<volume>4</volume><elocation-id>1212114</elocation-id>
<history>
<date date-type="received"><day>25</day><month>04</month><year>2023</year></date>
<date date-type="accepted"><day>07</day><month>05</month><year>2024</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2024 Schinasi and Lawrence.</copyright-statement>
<copyright-year>2024</copyright-year><copyright-holder>Schinasi and Lawrence</copyright-holder><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<sec><title>Introduction</title>
<p>There is growing interest in creating public green spaces to promote health. Yet, discussions about these efforts often overlook how experiences of chronic discrimination&#x2014;which may manifest as racism, sexism, or homophobia, and more&#x2014;could undermine satisfaction with nature experiences.</p>
</sec>
<sec><title>Methods</title>
<p>Using data from the 2018 wave of the National Opinion Research Center (NORC) General Social Survey (GSS), we quantified associations of frequency of everyday discrimination, operationalized using the Everyday Discrimination Scale (EDS, the primary independent variable), with respondents&#x0027; perceptions of nature experiences and with their reported time spent in nature. Specifically, we quantified associations with the following three variables: (1) dissatisfaction with day-to-day experiences of nature, (2) not spending as much time as they would like in natural environments, and (3) usually spending at least one day per week in nature. We used survey-weighted robust Poisson models to estimate overall associations, and also stratified analyses by racial/ethnic and gender identity categories.</p>
</sec>
<sec><title>Results</title>
<p>Of 768 GSS respondents, 14&#x0025; reported dissatisfaction with nature experiences, 36&#x0025; reported not spending as much time as they would like in nature, and 33&#x0025; reported that they did not spend at least one day per week in nature. The median non-standardized EDS, coded such that a higher value indicates greater frequency of discrimination, was 11 (interquartile range: 8, 15). Prevalence of reporting dissatisfaction with day-to-day experiences in nature was 7&#x0025; higher in association with every one unit increase in EDS score above the median (PR: 1.07, 95&#x0025; CI: 1.02&#x2013;1.11). The prevalence of reporting not spending as much time as one would like in nature was 2&#x0025; higher for every unit increase in higher than median everyday discrimination frequency (PR: 1.02, 95&#x0025; CI: 1.00&#x2013;1.05). Higher than median frequency in everyday discrimination was not associated with spending less than one day per week in nature. Race/ethnicity and gender identity did not modify associations.</p>
</sec>
<sec><title>Conclusion</title>
<p>Greater frequency of everyday discrimination is associated with less satisfaction with experiences in nature. This relationship could undermine efforts to promote health equity through green interventions.</p>
</sec>
</abstract>
<kwd-group>
<kwd>green space</kwd>
<kwd>nature-based solutions</kwd>
<kwd>everyday discrimination</kwd>
<kwd>discrimination</kwd>
<kwd>parks</kwd>
</kwd-group>
<contract-num rid="cn001">U54CA267735</contract-num>
<contract-sponsor id="cn001">JPB Environmental Health Fellowship award granted by The JPB Foundation and administered through the Harvard T.H. Chan School of Public Health. JL is supported by the NIH</contract-sponsor>
<counts>
<fig-count count="0"/>
<table-count count="3"/><equation-count count="0"/><ref-count count="90"/><page-count count="0"/><word-count count="0"/></counts><custom-meta-wrap><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Occupational and Environmental Epidemiology</meta-value></custom-meta></custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro"><title>Introduction</title>
<p>Across the world, cities are investing in green infrastructure&#x2014;planting trees, creating parks, and more&#x2014;to promote population and planetary health (<xref ref-type="bibr" rid="B1">1</xref>, <xref ref-type="bibr" rid="B2">2</xref>). These initiatives are supported by mounting evidence that green space availability supports well-being and health equity (<xref ref-type="bibr" rid="B3">3</xref>, <xref ref-type="bibr" rid="B4">4</xref>). Scholars posit that green spaces can promote health through a myriad of pathways, such as by enhancing physical activity (<xref ref-type="bibr" rid="B5">5</xref>), social cohesion (<xref ref-type="bibr" rid="B6">6</xref>), and immune function (<xref ref-type="bibr" rid="B7">7</xref>). Other pathways include mitigating environmental hazards [e.g., storm water (<xref ref-type="bibr" rid="B8">8</xref>), heat (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>), noise (<xref ref-type="bibr" rid="B11">11</xref>)] and reducing stress (<xref ref-type="bibr" rid="B12">12</xref>, <xref ref-type="bibr" rid="B13">13</xref>). Yet, to date, most environmental health research has overlooked the impacts of sociocultural contexts and personal identities (e.g., race and gender) on green space use and satisfaction. Without consideration of these contexts, green space creation may fail in its goals to support health and justice.</p>
<p>Systems and structures of inequities and discrimination have impacted the spatial distribution of green spaces, as well as perceptions and patterns of their use. For example, more vegetation is often found in wealthier and Whiter neighborhoods than in poorer, minoritized communities (<xref ref-type="bibr" rid="B14">14</xref>&#x2013;<xref ref-type="bibr" rid="B17">17</xref>). This is a situation of distributive injustice (<xref ref-type="bibr" rid="B18">18</xref>), which has been linked to historical systems of racism and marginalization, including mortgage discrimination (<xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>) and Jim Crow era separate-but-equal policies (<xref ref-type="bibr" rid="B21">21</xref>). Early efforts to create, manage, and conserve parks were instilled with eugenic and racist ideologies; the &#x201C;great outdoors&#x201D; was conceptualized by and for cisgender White American men (<xref ref-type="bibr" rid="B22">22</xref>). Indigenous knowledge was ignored when decisions about natural resource management and regulation were made (<xref ref-type="bibr" rid="B23">23</xref>), and park creation efforts perpetuated the exclusion of minoritized groups (<xref ref-type="bibr" rid="B22">22</xref>). Leadership, practices, and policies concerning park creation and management resulted in minimal park and outdoor space for marginalized people to enjoy safely. Despite the passage of the Civil Rights Act in 1964, exclusionary and discriminatory practices, including policing and enforcement of racial boundaries and racially restrictive covenants persist (<xref ref-type="bibr" rid="B24">24</xref>).</p>
<p>The intermingling of these policies with historical and contemporary violence may have important implications for green space quality, availability, and accessibility (<xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B24">24</xref>&#x2013;<xref ref-type="bibr" rid="B26">26</xref>). These practices may also overlap with experiences of everyday discrimination, defined as subtle and chronic forms of discrimination that are directed against those holding marginalized identities (<xref ref-type="bibr" rid="B27">27</xref>), including ones defined by race, ethnicity, gender, sexual orientation, age, socioeconomic position, and disability status. Everyday discrimination manifests in different ways. For example, in the case of gender identity, everyday discrimination may manifest as naive assumptions about a woman&#x0027;s preferences or abilities; their work or caretaking roles, or by offering different gender-stratified opportunities (<xref ref-type="bibr" rid="B27">27</xref>). Racialized everyday discrimination may be subtle and indirect and manifest in ways such as increased surveillance or expectations about intelligence or preferences (<xref ref-type="bibr" rid="B27">27</xref>).</p>
<p>Everyday discrimination may lead to feelings of exclusion or dissatisfaction in public natural spaces (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>). Prior experiences of everyday discrimination may cause individuals to limit social interactions (<xref ref-type="bibr" rid="B29">29</xref>); this may include limiting time in public parks or natural spaces (<xref ref-type="bibr" rid="B30">30</xref>). Women have been found to be less represented in public parks as compared to men (<xref ref-type="bibr" rid="B28">28</xref>, <xref ref-type="bibr" rid="B31">31</xref>, <xref ref-type="bibr" rid="B32">32</xref>), potentially explained by concerns over safety or harassment in public green spaces (<xref ref-type="bibr" rid="B33">33</xref>). Social and cultural norms and expectations around gender roles, such as family caregiving and prioritizing the needs of others, may also explain more frequent park use among men than women (<xref ref-type="bibr" rid="B34">34</xref>). For example, in one study, women noted that, beyond work and family care responsibilities, they had little time left for personal activities such as park visitation (<xref ref-type="bibr" rid="B34">34</xref>). Transgender or non-binary individuals may avoid visiting public green spaces because of concerns over safety. They may also change their behaviors in anticipation of harassment and discrimination (e.g., preparing an exit strategy, altering their usual clothing), though in some cases, they may actively resist and exist despite these concerns (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B36">36</xref>). Perceptions of discrimination and exclusion, fear of crime, or policing (<xref ref-type="bibr" rid="B33">33</xref>) could also explain under-representation of racially or ethnically minoritized groups (<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B24">24</xref>, <xref ref-type="bibr" rid="B37">37</xref>). The intersection of multiple marginalized identities may intensify these strategies (<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B36">36</xref>, <xref ref-type="bibr" rid="B38">38</xref>). Yet, there has been little consideration of how sociocultural contexts and chronic experiences of oppression give rise to inequities in green exposures, experiences, and perceptions. Failure to address and acknowledge these critical questions may unintentionally perpetuate and reinforce inequities and cause public health and environmental health scientists to fall short in their antiracist and social justice commitments (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B39">39</xref>&#x2013;<xref ref-type="bibr" rid="B43">43</xref>).</p>
<p>We leveraged data from the National Opinion Research Center (NORC) General Social Survey (GSS) of American households to quantify associations between everyday discrimination and satisfaction with experiences in nature. In 2018, a subset of GSS participants provided data on perceptions of nature experiences and chronic discrimination. We hypothesized that respondents who reported high levels of chronic discrimination in everyday life would also be dissatisfied with their experiences and time spent in nature. This investigation responds to recent calls for environmental health researchers to explicitly consider the role of social conditions and systems of marginalization in creating and perpetuating environmental exposures and health inequities (<xref ref-type="bibr" rid="B40">40</xref>).</p>
</sec>
<sec id="s2" sec-type="methods"><title>Methods</title>
<sec id="s2a"><title>Study design and data</title>
<p>We conducted a cross-sectional study using data from the 2018 wave of the National Opinion Research Center (NORC) General Social Survey (GSS) administered at the University of Chicago. The GSS is a biannual, household-based, multistage cluster-sampled survey of a representative sample of non-institutionalized adults ages 18 and older in the continental United States. Computer assistant personal interviews were conducted with the 2018 survey participants (<italic>N</italic>&#x2009;&#x003D;&#x2009;1,173, response rate&#x2009;&#x003D;&#x2009;59.5&#x0025;) (<xref ref-type="bibr" rid="B39">39</xref>, <xref ref-type="bibr" rid="B44">44</xref>). After the computer-assisted personal interviews were conducted, GSS participants responded to additional questions in a self-administered questionnaire (<xref ref-type="bibr" rid="B45">45</xref>). The GSS administers questions in three different &#x201C;ballot&#x201D; forms; some questions are unique to a single ballot. Because respondents do not have to respond to the complete survey, the three-tiered ballot design reduces respondent burden. We limited our analysis to Ballot 3 respondents (<xref ref-type="bibr" rid="B46">46</xref>), which contains the subsample that responded to questions about experiences in nature (i.e., public parks, gardens, or trails). The original GSS was approved by the IRB of the University of Chicago. Given the use of publicly available and deidentified data from the GSS in the present analysis, it is considered non-human subjects research and did not require additional IRB approval.</p>
</sec>
<sec id="s2b"><title>Everyday discrimination</title>
<p>We operationalized everyday discrimination using the abbreviated version of the Everyday Discrimination Scale (EDS), administered by GSS investigators (<xref ref-type="bibr" rid="B42">42</xref>). The abbreviated EDS includes five items that assess frequency of day-to-day experiences of interpersonal discrimination. GSS participants responded to the following: In your day-to-day life, how often have any of the following happened to you: (1) You are treated with less courtesy or respect than other people; (2) You receive poorer service than other people at restaurants or stores; (3) People act as if they think you are not smart; (4) People act as if they are afraid of you; (5) You are threatened or harassed. For each item, participants selected one of the following options: (1) Almost every day, (2) once/week, (3) a few times per week, (4) a few times per year, (5) less than once a year, or (6) never. We calculated a single EDS by reverse coding the scores and summing them, such that a higher value represents greater frequency of discrimination. After this coding, the maximum possible unstandardized EDS value is 30. This score would represent the highest possible frequency of discrimination. We also calculated a standardized EDS by <italic>z</italic>-score standardizing the reverse-coded responses to each question and summing the <italic>z</italic>-scores together.</p>
</sec>
<sec id="s2c"><title>Nature experiences</title>
<p>Three variables representing perceived experiences and time spent in nature served as the primary dependent variables. These variables were ascertained from the following responses to questions in the 2018 wave of the NORC GSS: (1) I am satisfied with my day-to-day experience of nature; (2) I spend as much time as I would like in natural environments; and (3) Usually, I spend time in natural environments, such as public parks, gardens or trails, at least once a week. Response options were the following: (1) strongly agree, (2) somewhat agree, (3) somewhat disagree, and (4) strongly disagree. We created binary variables, coded 1&#x2009;&#x003D;&#x2009;somewhat disagree/strongly disagree, 0&#x2009;&#x003D;&#x2009;strongly agree/somewhat degree.</p>
</sec>
<sec id="s2d"><title>Additional variables</title>
<p>We created a three-level marginalized gender identity variable using responses to the following question asked of participants in the self-administered questionnaire version of the 2018 GSS: &#x201C;What is your current gender?&#x201D; Response options (using GSS terminology) were the following: (1) &#x201C;woman&#x201D;, (2) &#x201C;man&#x201D;, (3) &#x201C;transgender&#x201D;, and (4) &#x201C;a gender not listed here&#x201D;. We combined the woman (<italic>n</italic>&#x2009;&#x003D;&#x2009;375), transgender (<italic>n</italic>&#x2009;&#x003D;&#x2009;1), and other/not listed (<italic>n</italic>&#x2009;&#x003D;&#x2009;1) categories to create a variable capturing marginalized gender identities (compared to those who identified as a man). Of the 789 respondents of the 2018 GSS Ballot 3, 83 were missing responses to this question. We created a third, missing gender category for these 83 Ballot 3 respondents. We coded race/ethnicity using self-reported race from the 2018 GSS. To account for small cell counts within individual categories, we created a binary variable, coded 1 to indicate having a marginalized racial or ethnic identity (Black/African American, American Indian/Alaska Native, Asian Indian, Chinese, Filipino, Japanese, Korean, Vietnamese, Other Asian, Native Hawaiian, Guamanian or Chamorro, Samoan, Other Pacific Islander, other race, Hispanic) and 0 to represent having a privileged identity (i.e., non-Hispanic White identifying individuals). Five of the Ballot 3 participants were missing data on self-reported racial/ethnic identity; we excluded these five people from the analysis.</p>
<p>To capture occupational status of the GSS sample, we created a categorical variable from the following question: &#x201C;Last week, were you working full-time, part-time, going to school, keeping house, or what?&#x201D; We coded the categorical variable as follows: (1) Working for pay, part or full time; (2) Unemployed, retired, not working due to illness/vacation/strike; (3) In school; (4) Keeping house; and (5) Other.</p>
</sec>
<sec id="s2e"><title>Analysis</title>
<p>We used survey weights provided by GSS investigators to account for the complex survey design. In analyses, we ran separate models for each of the primary dependent variables, each coded as a binary term; 1 indicated dissatisfaction with nature experiences, inability to spend as much time as they would like in nature, or spending &#x003C;1 day per week in nature, and 0 indicated satisfaction with nature experiences, ability to spend as much time as they would like in nature, and usually spending at least once per week in nature. The independent variable in all analyses was the standardized EDS score. Because nearly every member of a marginalized population likely experiences some form of discrimination, a reference value of zero may not reflect an absence of experiences of discrimination. Indeed, studies have found that, compared to those who report experiences of discrimination, those who report no discrimination experience worse or similar levels of adverse health outcomes (<xref ref-type="bibr" rid="B47">47</xref>&#x2013;<xref ref-type="bibr" rid="B50">50</xref>). For example, in one study, Black women who reported that they usually tolerated unjust treatment had over four-fold higher prevalence of hypertension as compared to Black women who respondents who responded (<xref ref-type="bibr" rid="B47">47</xref>). Others have found that marginalized identities deny having experienced discrimination, even when it has occurred (<xref ref-type="bibr" rid="B51">51</xref>). These studies have posited other processes affecting the report of discrimination, like inability to perceive discrimination at the personal level, suppression of reactions to discrimination due to societal expectations and restrictions, avoidance of discomfort owing to recognition of having been the target of discrimination, or internalization of unfair treatment (<xref ref-type="bibr" rid="B47">47</xref>&#x2013;<xref ref-type="bibr" rid="B50">50</xref>). Thus, we operationalized the EDS by centering the standardized score at the median of the distribution in the Ballot 3 sample. We modeled the median-centered EDS score as a linear term. We identified linear coding as optimal by running and comparing sets of models with the variable coded as a natural cubic spline term with 3 and 2 degrees of freedom, and then again coded as linear. We identified the parameterization that was associated with the smallest AIC statistic, taking into account all three dependent variables (<xref ref-type="sec" rid="s11">Supplementary Materials S1</xref>). We also preferred a linear parameterization because it simplifies translation of results.</p>
<p>Because the three dependent variables in this analysis were binary and prevalent, we attempted to estimate associations between the EDS and the three nature experience variables using log-binomial models. Log binomial, rather than logistic regression models, are appropriate in contexts such as this with a common outcome. By contrast, logistic models overestimate prevalence or risk ratios (<xref ref-type="bibr" rid="B52">52</xref>). However, the log-binomial models failed to converge. Thus, we used survey-weighted Poisson regressions with robust variance to estimate associations, which are an appropriate alternative to log-binomial approaches (<xref ref-type="bibr" rid="B53">53</xref>&#x2013;<xref ref-type="bibr" rid="B55">55</xref>).</p>
<p>We developed a directed acyclic graph (DAG) to conceptualize relationships among measured and unmeasured confounders and identify a minimally sufficient adjustment set for the analyses. In addition, the DAG illustrates hypotheses about the ways by which marginalized identities might be related to green space availability, nature experiences, and everyday discrimination (<xref ref-type="bibr" rid="B56">56</xref>) (<xref ref-type="sec" rid="s11">Supplementary Materials S2</xref>). As depicted in the DAG, we conceptualize race as a social construct that is the product of historical and present-day processes, policies, and practices. We consider individual-level race/ethnic identity as a variable that captures people who, because of social, cultural, economic, and/or historical processes and systems (<xref ref-type="bibr" rid="B56">56</xref>, <xref ref-type="bibr" rid="B57">57</xref>), may experience high levels of everyday discrimination. We conceptualize gender identity as a social construct that has implications for experiences of discrimination, and for gendered norms and cultural expectations (<xref ref-type="bibr" rid="B58">58</xref>). Based on the DAG and <italic>a priori</italic> hypotheses, we adjusted all models for working status (coded working part time/full time for pay, unemployed/retired, keeping house, in school, other), US Census region (categories presented in <xref ref-type="table" rid="T1">Table&#x00A0;1</xref>), and age.</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Survey weighted descriptive statistics for ballot 3 respondents included in the analysis.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Variable</th>
<th valign="top" align="center">Median and interquartile range or proportion (<italic>N</italic>&#x2009;&#x003D;&#x2009;768)</th>
<th valign="top" align="center">SE</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Age (years)</td>
<td valign="top" align="center">40 (28, 58)</td>
<td valign="top" align="center">1.26<xref ref-type="table-fn" rid="table-fn1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Discrimination scale, standardized</td>
<td valign="top" align="center">&#x2212;0.47 (&#x2212;2.6, 2.16)</td>
<td valign="top" align="center">0.13<xref ref-type="table-fn" rid="table-fn1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Discrimination scale, unstandardized</td>
<td valign="top" align="center">11 (8,15)</td>
<td valign="top" align="center">0.25<xref ref-type="table-fn" rid="table-fn1"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left" colspan="3">Gender identity<xref ref-type="table-fn" rid="table-fn2"><sup>b</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Man</td>
<td valign="top" align="center">0.42</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Marginalized gender identity</td>
<td valign="top" align="center">0.50</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Not reported</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3">Racial/ethnic identity</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Non-Hispanic White</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Non-Hispanic Black</td>
<td valign="top" align="center">0.16</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Other</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Hispanic/Latinx</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3">Employment status</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Working for pay</td>
<td valign="top" align="center">0.61</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;In school</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Keeping house</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Other</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left">Unemployed, not working due to illness/vacation/strike, or retired</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3">Region</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Eastern North Central</td>
<td valign="top" align="center">0.16</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Eastern South Central</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Middle Atlantic</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Mountain</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;New England</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Pacific</td>
<td valign="top" align="center">0.17</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;South Atlantic</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">0.03</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Western North Central</td>
<td valign="top" align="center">0.04</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Western South Central</td>
<td valign="top" align="center">0.13</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3">Satisfied with experience in nature</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Yes</td>
<td valign="top" align="center">0.86</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;No</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3">Spend as much as time would like in nature</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Yes</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;No</td>
<td valign="top" align="center">0.36</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3">Spend at least one day per week in nature</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Yes</td>
<td valign="top" align="center">0.67</td>
<td valign="top" align="center">0.02</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;No</td>
<td valign="top" align="center">0.33</td>
<td valign="top" align="center">0.02</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn1a"><p>SE, standard error.</p></fn>
<fn id="table-fn1"><label><sup>a</sup></label><p>Standard error is associated with the median of the distribution.</p></fn>
<fn id="table-fn2"><label><sup>b</sup></label><p>Respondents were asked to report their current gender identity and given the options of man, woman, transgender, or other gender not listed. Here, the marginalized gender identity category includes respondents who reported their gender identity as either woman, transgender, or &#x201C;other/not listed&#x201D;.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>We explored effect measure modification of associations by categories of racial/ethnic and gender identity. To do so, we reran models with additional inclusion of interaction terms between the EDS score term and either gender or racial/ethnic identity (as well as single covariates gender or racial/identity). While we recognize that individuals hold multiple identities, we did not have sufficient statistical power to explore modification by intersectional identities. We quantified statistical evidence of heterogeneity across strata of the modifiers by conducting regression-based likelihood test of interactions, comparing nested models with and without interaction terms (<xref ref-type="bibr" rid="B59">59</xref>).</p>
<p>From all model output, we interpret the exponentiated Beta coefficients as the change in the prevalence of the nature experience variable associated with every one-unit increase in higher than median everyday discrimination frequency. All analyses were conducted using the survey package in R (Version 4.2.2) (<xref ref-type="bibr" rid="B60">60</xref>, <xref ref-type="bibr" rid="B61">61</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results"><title>Results</title>
<p><xref ref-type="table" rid="T1">Table&#x00A0;1</xref> presents descriptive statistics on the study population. GSS Ballot 3 participants were located across the United States, with the largest proportions living in the South Atlantic, Pacific, and Eastern North Central Census regions. The median age of participants was 40 years [Interquartile Range (IQR): 28, 58]. A slightly higher proportion of participants identified as a marginalized gender identity than as a man (Proportions: 0.50 and 0.42, respectively). Most participants identified as White (Proportion: 0.73) and were working for pay (either part or full time, Proportion: 0.61). Many participants said that they were satisfied with their time in nature, that they experience as much time as they would like in nature, and that they spend at least one day per week in nature (Proportions: 0.86, 0.64, 0.67, respectively<bold>)</bold>. The median of the unstandardized EDS score, coded such that higher values indicate greater frequency of discrimination was 11 [Interquartile Range (IQR): 8&#x2013;15, <xref ref-type="table" rid="T2">Table 2</xref>]. The unstandardized mean of frequency of everyday discrimination was modestly higher among people who reported being a member of a marginalized racial group as compared to non-Hispanic White (Mean: 11.9, SE: 0.4 for individuals with marginalized racial/ethnic identities, Mean: 11.6, SE: 0.2 for non-Hispanic White individuals) and the median was the same (<xref ref-type="bibr" rid="B11">11</xref>). Everyday discrimination was reported to occur more frequently by respondents who identified as men (Mean of the unstandardized score: 11.9, SE: 0.3) as compared to participants who identified as members of marginalized gender groups (Mean of unstandardized score: 11.6, SE: 0.3).</p>
<table-wrap id="T2" position="float"><label>Table 2</label>
<caption><p>Distribution of the standardized and unstandardized everyday discrimination score, reverse coded such that higher values indicate more frequent every discrimination.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left" rowspan="2">&#x00A0;</th>
<th valign="top" align="center" colspan="2">Unstandardized</th>
<th valign="top" align="center" colspan="2">Standardized</th>
</tr>
<tr>
<th valign="top" align="center">Median (IQR)</th>
<th valign="top" align="center">Mean (SE)</th>
<th valign="top" align="center">Median (IQR)</th>
<th valign="top" align="center">Mean (SE)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Overall</td>
<td valign="top" align="center">11 (8, 15)</td>
<td valign="top" align="center">11.6 (0.2)</td>
<td valign="top" align="center">&#x2212;0.47 (&#x2212;2.57, 2.16)</td>
<td valign="top" align="center">0.16 (0.13)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="5">Race/ethnicity</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Non-Hispanic White race/ethnicity</td>
<td valign="top" align="center">11 (8,14)</td>
<td valign="top" align="center">11.6 (0.2)</td>
<td valign="top" align="center">&#x2212;0.47 (&#x2212;2.44, 1.99)</td>
<td valign="top" align="center">0.11 (0.15)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Hispanic, Black, and other race/ethnicities</td>
<td valign="top" align="center">11 (8, 15)</td>
<td valign="top" align="center">11.9 (0.4)</td>
<td valign="top" align="center">&#x2212;0.42 (&#x2212;2.68, 2.31)</td>
<td valign="top" align="center">0.26 (0.30)</td>
</tr>
<tr>
<td valign="top" align="left" colspan="5">Gender identity</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Identified as a man</td>
<td valign="top" align="center">11 (9, 15)</td>
<td valign="top" align="center">11.9 (0.3)</td>
<td valign="top" align="center">&#x2212;0.21 (&#x2212;1.88, 2.44)</td>
<td valign="top" align="center">0.31 (0.19)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Identified as a woman, trans, or other gender identity</td>
<td valign="top" align="center">11 (8, 14)</td>
<td valign="top" align="center">11.6 (0.3)</td>
<td valign="top" align="center">&#x2212;0.51 (&#x2212;2.62, 2.00)</td>
<td valign="top" align="center">0.11 (0.21)</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Did not report a gender identity</td>
<td valign="top" align="center">9 (7, 14)</td>
<td valign="top" align="center">11.0 (0.5)</td>
<td valign="top" align="center">&#x2212;1.52 (&#x2212;3.09, 1.97)</td>
<td valign="top" align="center">&#x2212;0.36 (0.40)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn2a"><p>IQR, interquartile range; SE, standard error.</p></fn>
</table-wrap-foot>
</table-wrap>
<sec id="s3a"><title>Association between everyday discrimination and nature experiences</title>
<p>Prevalence of dissatisfaction with nature experiences was 7&#x0025; higher in association with every one unit increase in frequency of everyday discrimination above the median (PR: 1.07, 95&#x0025; CI: 1.02&#x2013;1.11, <xref ref-type="table" rid="T3">Table&#x00A0;3</xref>). The prevalence of reporting not spending as much time as one would like in nature was 2&#x0025; higher in association with every one-unit increase in the frequency of everyday discrimination above the median (PR: 1.02, 95&#x0025; CI: 1.00&#x2013;1.05). Frequent everyday discrimination beyond the median was not associated with spending less than one day per week in nature (PR: 1.00, 95&#x0025; CI: 0.97&#x2013;1.04). Neither race nor gender identity modified associations.</p>
<table-wrap id="T3" position="float"><label>Table 3</label>
<caption><p>Prevalence ratio (PR) estimates of associations between everyday discrimination and poor nature experiences, overall and stratified by marginalized gender and racial/ethnic identities<xref ref-type="table-fn" rid="table-fn3"><sup>a</sup></xref>.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" align="center">PR</th>
<th valign="top" align="center">LL</th>
<th valign="top" align="center">UL</th>
<th valign="top" align="center"><italic>p</italic> for LRT</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="5">Not satisfied with experience in nature</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Overall</td>
<td valign="top" align="center">1.07</td>
<td valign="top" align="center">1.02</td>
<td valign="top" align="center">1.11</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="5">&#x2003;<italic>Racial/ethnic identity</italic></td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2003;Non-Hispanic White</td>
<td valign="top" align="center">1.08</td>
<td valign="top" align="center">1.03</td>
<td valign="top" align="center">1.14</td>
<td valign="top" align="center">0.4</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2003;Marginalized racial/ethnic group</td>
<td valign="top" align="center">1.03</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">1.13</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="5">&#x2003;<italic>Gender identity</italic></td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2003;Men</td>
<td valign="top" align="center">1.02</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">1.10</td>
<td valign="top" align="center">0.4</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2003;Marginalized gender identity</td>
<td valign="top" align="center">1.09</td>
<td valign="top" align="center">1.03</td>
<td valign="top" align="center">1.15</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2003;Gender identity not given</td>
<td valign="top" align="center">1.18</td>
<td valign="top" align="center">0.90</td>
<td valign="top" align="center">1.56</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="5">Do not spend as much time as you want in nature</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Overall</td>
<td valign="top" align="center">1.02</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">1.05</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="5">&#x2003;<italic>Racial/ethnic identity</italic></td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2003;Non-Hispanic White</td>
<td valign="top" align="center">1.03</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">1.06</td>
<td valign="top" align="center">0.6</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2003;Marginalized racial/ethnic group</td>
<td valign="top" align="center">1.02</td>
<td valign="top" align="center">0.96</td>
<td valign="top" align="center">1.07</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="5">&#x2003;<italic>Gender identity</italic></td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2003;Men</td>
<td valign="top" align="center">1.01</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">1.05</td>
<td valign="top" align="center">0.7</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2003;Marginalized gender identity</td>
<td valign="top" align="center">1.04</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">1.07</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2003;Gender identity not given</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">0.88</td>
<td valign="top" align="center">1.07</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="5">Do not spend at least one day per week in nature</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;Overall</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">1.04</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="5">&#x2003;<italic>Racial/ethnic identity</italic></td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2003;Non-Hispanic White</td>
<td valign="top" align="center">0.99</td>
<td valign="top" align="center">0.94</td>
<td valign="top" align="center">1.04</td>
<td valign="top" align="center">0.2</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2003;Marginalized racial/ethnic group</td>
<td valign="top" align="center">1.04</td>
<td valign="top" align="center">0.99</td>
<td valign="top" align="center">1.09</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left" colspan="5">&#x2003;<italic>Gender identity</italic><xref ref-type="table-fn" rid="table-fn3b"><sup>b</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2003;Men</td>
<td valign="top" align="center">1.01</td>
<td valign="top" align="center">0.96</td>
<td valign="top" align="center">1.06</td>
<td valign="top" align="center">0.3</td>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2003;Marginalized gender identity</td>
<td valign="top" align="center">1.01</td>
<td valign="top" align="center">0.97</td>
<td valign="top" align="center">1.07</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2003;&#x2003;Gender identity not given</td>
<td valign="top" align="center">0.91</td>
<td valign="top" align="center">0.80</td>
<td valign="top" align="center">1.04</td>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn3a"><p>PR, prevalence ratio; LL, lower limit; UL, upper limit, LRT, likelihood ratio test.</p></fn>
<fn id="table-fn3"><label><sup>a</sup></label><p>PR estimates are derived from survey-weighted Poisson regression models with robust standard errors. Models are adjusted for occupational status, age, and US Census region. The primary independent variable was the everyday discrimination score, standardized and centered at the median of the distribution. PR estimates can be interpreted as the incremental increase in prevalence associated with every one-unit increase in the everyday discrimination score above the median of the distribution of the score within the study population.</p></fn>
<fn id="table-fn3b"><label><sup>b</sup></label><p>Respondents were asked to report their current gender identity and given the options of man, woman, transgender, or other gender not listed. Here, the marginalized gender identity category includes respondents who reported their gender identity as either woman, transgender, or &#x201C;other/not listed&#x201D;.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><title>Discussion</title>
<p>In this analysis of a nationally representative sample of U.S. adults, a higher proportion of respondents reporting higher frequency of everyday discrimination also reported low levels of satisfaction with their day-to-day experiences in nature, relative to respondents who reported lower frequency of discrimination. Higher frequency of discrimination was also modestly associated with respondents&#x0027; reporting that they did not spend as much time as they would like in nature. However, more frequent discrimination was not associated with absolute amount of time spent in nature, assessed using respondents&#x2019; self-reports of spending time in nature at least once per week. These results suggest that everyday discrimination has greater implications for <italic>subjective</italic> satisfaction with nature experiences, rather than with ability to spend at least one time per week in nature.</p>
<p>From this study, we cannot ascertain if respondents&#x0027; reports of experiences of discrimination occurred in natural settings, nor can we establish a causal link between having experienced discrimination in a natural setting and subjective satisfaction with nature experiences. In fact, some may seek out nature experiences as a refuge (<xref ref-type="bibr" rid="B62">62</xref>). It is possible, however, that at least a few of the reported experiences of discrimination occurred when respondents were visiting nature. There have been reports of such incidents in the media. For example, in 2020, Amy Cooper, a White woman walking her dog without a leash in Central Park, made false claims to the police of violence from Christian Cooper, a Black birdwatcher, after he asked that she leash her pet per the park rules (<xref ref-type="bibr" rid="B37">37</xref>). Experiences of everyday discrimination have been documented in other public spaces, including metro platform benches in Milan, Italy (<xref ref-type="bibr" rid="B63">63</xref>).</p>
<p>Racism manifests at institutional, personally mediated, and internalized levels (<xref ref-type="bibr" rid="B64">64</xref>). These levels are interrelated (<xref ref-type="bibr" rid="B65">65</xref>) and may reinforce one another to produce adverse outcomes (<xref ref-type="bibr" rid="B66">66</xref>), including dissatisfaction with nature experiences. For example, qualitative interviews with Black community members living near Cedar Hill State Park, Texas revealed that prior experiences of racialized discrimination, perceptions of the public park as a &#x201C;White space&#x201D;, and a long history of institutional racism that resulted in segregation from public spaces contributed to negative perceptions of the park (<xref ref-type="bibr" rid="B67">67</xref>). The lower levels of satisfaction with nature experiences, expressed by respondents who reported greater everyday discrimination, may be explained, at least in part, by a lack of amenities [e.g., picnic tables, shade trees, drinking fountains (<xref ref-type="bibr" rid="B68">68</xref>)] or a preponderance of &#x201C;disamenities&#x201D; (e.g., litter, crime) (<xref ref-type="bibr" rid="B69">69</xref>, <xref ref-type="bibr" rid="B70">70</xref>) in green spaces most accessible to them. Indeed, racialized, ethnic, or income based spatial disparities in the prevalence of positive (or negative) park characteristics have been observed in some, though not all, geographic areas (<xref ref-type="bibr" rid="B71">71</xref>&#x2013;<xref ref-type="bibr" rid="B73">73</xref>). The lack of amenities, or the preponderance of &#x201C;disamenities&#x201D;, could undermine satisfaction with nature experiences. For example, in a study based in the Netherlands, higher availability of green spaces was associated with greater satisfaction with one&#x0027;s neighborhood. However, the association was mediated by self-reported green space quality (<xref ref-type="bibr" rid="B74">74</xref>).</p>
<p>Race/ethnicity is only one identity that may contribute to experiences of discrimination. There is a small body of evidence suggesting that fear makes women modify their behaviors in urban settings (<xref ref-type="bibr" rid="B75">75</xref>, <xref ref-type="bibr" rid="B76">76</xref>) and contributed to reduced park use among women and marginalized racial/ethnic groups (<xref ref-type="bibr" rid="B77">77</xref>). Research has also shown that green interventions contribute to feelings of fear in women (<xref ref-type="bibr" rid="B32">32</xref>) but less so among men (<xref ref-type="bibr" rid="B78">78</xref>). Also, those who identify as transgender or non-binary have been shown to avoid public green spaces because of concerns over safety or harassment (<xref ref-type="bibr" rid="B35">35</xref>, <xref ref-type="bibr" rid="B36">36</xref>).</p>
<p>Creation of green spaces has been posited to be a promising intervention to support health and well-being (<xref ref-type="bibr" rid="B79">79</xref>). However, previous research has suggested that satisfaction with local green spaces is a more important predictor of well-being than its availability or use (<xref ref-type="bibr" rid="B80">80</xref>). However, in our analysis, we found that a higher proportion of individuals reporting more frequent everyday discrimination also reported modestly lower levels of satisfaction with their experiences in nature. Thus, everyday discrimination and its association with satisfaction with nature experiences may limit green spaces in their full potential for health promotion.</p>
<p>We acknowledge several limitations in this analysis. First, because of a relatively small sample size, we were underpowered to explore effect measure modification of associations by intersectional marginalized identities. Also, we acknowledge two limitations related to the coding of gender identity. First, the GSS included transgender as a separate category from man and woman, rather than including this with the self-identified gender category and adding a non-binary option (i.e., men, women, or non-binary) (<xref ref-type="bibr" rid="B45">45</xref>). Second, based upon the methods used to collect gender, we grouped together what we assume are cis-gendered women and transgender respondents to capture the experiences of marginalized gender identities. We combined these categories because of small sample sizes and to allow comparison of associations with presumably cis-gendered men. However, this may not reflect the true identities of people within these categories. As such, we cannot disentangle the unique experiences of trans-men, trans-women, non-binary individuals, and cis-gendered women separately, for whom discrimination may manifest differently (<xref ref-type="bibr" rid="B51">51</xref>). For example, transgender people may experience rejection by their own family, or discrimination in healthcare settings (<xref ref-type="bibr" rid="B81">81</xref>), while women may experience disproportionately high expectations with respect to caregiving (<xref ref-type="bibr" rid="B82">82</xref>). This is also an issue for the grouping of racial/ethnic groups into marginalized vs. communities. Each marginalized group may have unique experiences, perceptions, or relationships with nature, reflecting distinct cultural, historical, and contextual backgrounds. Nevertheless, in the current analysis, because of low statistical power, we grouped a variety of racial/ethnic identities together. This grouping may have inadvertently obscured important relationships within each racial/ethnic group, which remains an important consideration for future research that explores questions such as the current one. Next, we did not have data on experiences of discrimination in parks or natural spaces, themselves. Instead, we used a measure of everyday discrimination that reflects experiences that may be recurrent but, in comparison to measures that explicitly assess other forms of interpersonal discrimination (e.g., traumatic experiences or major but acute events like wrongful termination or inhibition from accessing resources like housing), provides little insight into the context of severity or domain (<xref ref-type="bibr" rid="B83">83</xref>). Additionally, the GSS did not include the follow-up EDS question that asks respondents to report their perceptions for the reasons for inequitable treatment. Therefore, we cannot attribute experiences of discrimination to a specific identity. Also, the EDS does not capture all items that may be relevant to all forms of discrimination, nor do all respondents interpret the measure similarly. Previous work has shown that the interpretation of items on the EDS may vary according to sociodemographic or social-psychological factors and experiences (<xref ref-type="bibr" rid="B84">84</xref>&#x2013;<xref ref-type="bibr" rid="B87">87</xref>). Additionally, some items within the EDS may not be as salient for all forms of discrimination. Other measures capturing manifestations of discrimination, such as gender or intersectional forms, for example, may also assess being treated with less courtesy or respect but may also ask about expectations of gender conformity, having your identity used as an insult, or experiencing sexual harassment (<xref ref-type="bibr" rid="B85">85</xref>, <xref ref-type="bibr" rid="B88">88</xref>). This lack of specificity may mask important relationships that are salient to understand associations within specific identities. Further, the GSS defined nature as &#x201C;parks, trails, and gardens&#x201D;, only. This definition excludes many other types of green spaces, such as trees and forests, which may lead to considerable misreporting. We were also unable to determine whether reports of &#x201C;nature experience&#x201D; are related to experiences in public parks, or to wild forests or trails. The GSS also did not ascertain information on perceptions of green space quality or amenities, or safety features (e.g., lighting) in green spaces, which could mediate the association between discrimination and nature satisfaction. Finally, because we did not have access to small-area residential location data for the GSS respondents, we were unable to ascertain or adjust analyses for spatial measures of institutional or structural racism, such as present-day segregation or historical redlining, nor could we explore synergistic relationships between these measures with everyday discrimination.</p>
<p>Despite these limitations, we highlight several strengths of this work. To our knowledge, this is the first study to analyze the association of everyday discrimination with perceptions of nature experiences. Other strengths include the use of nationally representative survey data and our ability to adjust for several potential confounders, including employment status, age, and geographic region. In this study, we used a self-reported measure of everyday discrimination. Because this measure reflects respondents&#x0027; perceptions of the world, it offers important insights into their personal interpretation of the lived experiences that may be intermediates on the pathway between structural determinants of oppression (e.g., historical redlining, medicalizing gender non-conformity) and experiences in nature (<xref ref-type="bibr" rid="B68">68</xref>, <xref ref-type="bibr" rid="B69">69</xref>).</p>
</sec>
<sec id="s5" sec-type="conclusions"><title>Conclusion</title>
<p>There is increasing interest in creating opportunities for people to interact with nature; these efforts are often motivated by interest in promoting population health (<xref ref-type="bibr" rid="B89">89</xref>). In previous work, scholars have identified inequities in green or natural space availability across neighborhoods as a critical issue of distributive injustice and a consequence of historical, institutional, and structural systems of oppression (<xref ref-type="bibr" rid="B15">15</xref>, <xref ref-type="bibr" rid="B16">16</xref>, <xref ref-type="bibr" rid="B19">19</xref>, <xref ref-type="bibr" rid="B20">20</xref>). Here, we moved beyond the question of nature availability to consider whether frequent discrimination is associated with perceptions of nature experiences. This work responds to recent calls for environmental researchers to make good on promises&#x2014;made by non-profit, academic, professional societies, and governmental agencies in the wake of the racial reckoning that occurred in the U.S. in 2020&#x2014;to interrogate racism and other systems and structures of social oppression that perpetuate disparities (<xref ref-type="bibr" rid="B40">40</xref>). Our results also highlight the importance of efforts that normalize the presence of historically marginalized groups in nature. For example, following widely publicized racist event in Central Park, New York, and in the wake of protests over police brutality against Black Americans, a group of scientists, nature lovers, and students established Black Birders Week. This is week-long series of events dedicated to promoting diversity in birding and nature experiences, and to dismantling perceptions that people of color do not belong in natural spaces (<xref ref-type="bibr" rid="B90">90</xref>). Results from our analysis suggest that people who experience more frequent everyday discrimination are less satisfied with their experiences in nature and with the amount of time spent there. Further research is needed to elucidate the attributions of experiences of discrimination, mechanisms underlying associations between everyday discrimination and nature experiences, and the intersecting and reinforcing impacts of different levels of societal marginalization on nature experiences. In addition, further research is needed to elucidate nature satisfaction as a causal intermediate on the pathway between discrimination and health outcomes. Results from this analysis point to the importance of considering the person-, cultural, and area-level contexts in which green spaces are situated and the need to dismantle systems of marginalization and oppression to build towards justice and equity when it comes to nature-based solutions.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><title>Data availability statement</title>
<p>Publicly available datasets were analyzed in this study. This data can be found here: <ext-link ext-link-type="uri" xlink:href="https://gss.norc.org/get-the-data">https://gss.norc.org/get-the-data</ext-link>.</p>
</sec>
<sec id="s7" sec-type="ethics-statement"><title>Ethics statement</title>
<p>The original GSS was approved by the IRB of the University of Chicago. Because we used publicly available and deidentified data from the GSS, our secondary data analysis was considered non-human subjects research and did not require additional IRB approval.</p>
</sec>
<sec id="s8" sec-type="author-contributions"><title>Author contributions</title>
<p>LS conceived of the research question and analysis plan, performed the statistical analyses, and led manuscript writing. JL contributed to analysis planning and decision-making, and wrote sections of the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s9" sec-type="funding-information"><title>Funding</title>
<p>LS is supported, in part, by a JPB Environmental Health Fellowship award granted by The JPB Foundation and administered through the Harvard T.H. Chan School of Public Health. JL is supported by the NIH FIRST award number U54CA267735, with funding support from the Office of the Director, National Institutes of Health (OD).</p>
</sec>
<sec id="s10" sec-type="COI-statement"><title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s12" sec-type="disclaimer"><title>Publisher&#x0027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s11" sec-type="supplementary-material"><title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fepid.2024.1212114/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fepid.2024.1212114/full&#x0023;supplementary-material</ext-link></p>
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<supplementary-material id="SD2" content-type="local-data">
<media mimetype="application" mime-subtype="vnd.openxmlformats-officedocument.wordprocessingml.document" xlink:href="Datasheet1.docx"/>
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