<!DOCTYPE article
PUBLIC "-//NLM//DTD JATS (Z39.96) Journal Archiving and Interchange DTD with MathML3 v1.3 20210610//EN" "JATS-archivearticle1-3-mathml3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="1.3" xml:lang="en" article-type="research-article"><?properties manuscript?><processing-meta base-tagset="archiving" mathml-version="3.0" table-model="xhtml" tagset-family="jats"><restricted-by>pmc</restricted-by></processing-meta><front><journal-meta><journal-id journal-id-type="nlm-journal-id">9715672</journal-id><journal-id journal-id-type="pubmed-jr-id">21566</journal-id><journal-id journal-id-type="nlm-ta">Matern Child Health J</journal-id><journal-id journal-id-type="iso-abbrev">Matern Child Health J</journal-id><journal-title-group><journal-title>Maternal and child health journal</journal-title></journal-title-group><issn pub-type="ppub">1092-7875</issn><issn pub-type="epub">1573-6628</issn></journal-meta><article-meta><article-id pub-id-type="pmid">40986172</article-id><article-id pub-id-type="pmc">13081713</article-id><article-id pub-id-type="doi">10.1007/s10995-025-04150-2</article-id><article-id pub-id-type="manuscript">NIHMS2152629</article-id><article-categories><subj-group subj-group-type="heading"><subject>Article</subject></subj-group></article-categories><title-group><article-title>Disparities in Prenatal Care Utilization in the United States</article-title></title-group><contrib-group><contrib contrib-type="author"><name><surname>McElfish</surname><given-names>Pearl A.</given-names></name><xref rid="A1" ref-type="aff">1</xref><xref rid="CR1" ref-type="corresp">*</xref></contrib><contrib contrib-type="author"><name><surname>Caldwell</surname><given-names>Aaron</given-names></name><xref rid="A2" ref-type="aff">2</xref></contrib><contrib contrib-type="author"><name><surname>Selig</surname><given-names>James P.</given-names></name><xref rid="A2" ref-type="aff">2</xref></contrib><contrib contrib-type="author"><name><surname>Watson</surname><given-names>Donya</given-names></name><xref rid="A3" ref-type="aff">3</xref><xref rid="A4" ref-type="aff">4</xref></contrib><contrib contrib-type="author"><name><surname>Langner</surname><given-names>Jonathan</given-names></name><xref rid="A5" ref-type="aff">5</xref></contrib><contrib contrib-type="author"><name><surname>Callaghan-Koru</surname><given-names>Jennifer</given-names></name><xref rid="A1" ref-type="aff">1</xref></contrib><contrib contrib-type="author"><name><surname>Porter</surname><given-names>Austin</given-names></name><xref rid="A6" ref-type="aff">6</xref></contrib><contrib contrib-type="author"><name><surname>Willis</surname><given-names>Don E.</given-names></name><xref rid="A1" ref-type="aff">1</xref></contrib><contrib contrib-type="author"><name><surname>Andersen</surname><given-names>Jennifer A.</given-names></name><xref rid="A1" ref-type="aff">1</xref></contrib><contrib contrib-type="author"><name><surname>Hawley</surname><given-names>Nicola L.</given-names></name><xref rid="A7" ref-type="aff">7</xref></contrib><contrib contrib-type="author"><name><surname>Mendoza-Kabua</surname><given-names>Philmar</given-names></name><xref rid="A5" ref-type="aff">5</xref></contrib><contrib contrib-type="author"><name><surname>Brown</surname><given-names>Clare C.</given-names></name><xref rid="A8" ref-type="aff">8</xref></contrib></contrib-group><aff id="A1"><label>1</label>College of Medicine, University of Arkansas for Medical Sciences Northwest, Springdale, AR</aff><aff id="A2"><label>2</label>Fay W. Boozman, College of Public Health, University of Arkansas for Medical Sciences Northwest, Springdale, AR</aff><aff id="A3"><label>3</label>College of Medicine, University of Arkansas for Medical Sciences, Little Rock, AR</aff><aff id="A4"><label>4</label>South Arkansas Regional Hospital, El Dorado, AR</aff><aff id="A5"><label>5</label>Institute for Community Health Innovation, University of Arkansas for Medical Sciences Northwest, Springdale, AR</aff><aff id="A6"><label>6</label>Arkansas Department of Health, Little Rock, AR</aff><aff id="A7"><label>7</label>Department of Chronic Disease Epidemiology, Yale School of Public Health, New Haven, CT</aff><aff id="A8"><label>8</label>Fay W Boozman College of Public Health, University of Arkansas for Medical Sciences, Little Rock, AR</aff><author-notes><corresp id="CR1"><label>*</label><bold>Corresponding Author:</bold> Pearl A. McElfish, 2708 S. 48<sup>th</sup> St., Springdale, AR 72762, USA; <email>pacmelfish@uams.edu</email></corresp><fn fn-type="con" id="FN1"><p id="P1">Authors&#x02019; contributions:</p><p id="P2"><bold>Pearl A. McElfish:</bold> Conceptualization, Funding acquisition, Investigation, Methodology, Writing &#x02013; original draft, Writing &#x02013; review &#x00026; editing; <bold>Aaron Caldwell:</bold> Conceptualization, Data curation, Formal analysis, Methodology, Writing &#x02013; review &#x00026; editing; <bold>James P. Selig:</bold> Conceptualization, Data curation, Formal analysis, Methodology, Writing &#x02013; review &#x00026; editing; <bold>Donya Watson:</bold> Writing &#x02013; review &#x00026; editing; Jonathan Langner: Writing &#x02013; original draft; <bold>Jennifer Callaghan-Koru:</bold> Writing &#x02013; review &#x00026; editing; <bold>Austin Porter:</bold> Writing &#x02013; review &#x00026; editing; <bold>Don E. Willis:</bold> Writing &#x02013; review &#x00026; editing; <bold>Jennifer A. Andersen:</bold> Writing &#x02013; review &#x00026; editing; <bold>Nicola L. Hawley:</bold> Writing &#x02013; review &#x00026; editing; <bold>Clare C. Brown:</bold> Conceptualization, Data curation, Formal analysis, Methodology, Writing &#x02013; review &#x00026; editing</p></fn></author-notes><pub-date pub-type="nihms-submitted"><day>13</day><month>3</month><year>2026</year></pub-date><pub-date pub-type="ppub"><month>12</month><year>2025</year></pub-date><pub-date pub-type="epub"><day>23</day><month>9</month><year>2025</year></pub-date><pub-date pub-type="pmc-release"><day>15</day><month>4</month><year>2026</year></pub-date><volume>29</volume><issue>12</issue><fpage>1670</fpage><lpage>1678</lpage><abstract id="ABS1"><sec id="S1"><title>Objectives:</title><p id="P3">This study examined disparities in prenatal care utilization by race/ethnicity and payer using three measures of inadequate prenatal care: 1) fewer than the recommended number of prenatal care visits, 2) late initiation of prenatal care (at or after 4 months gestation), or 3) no prenatal care.</p></sec><sec id="S2"><title>Methods:</title><p id="P4">Birth records data from the National Center for Health Statistics were used. The study population consisted of singleton live births in all 50 U.S. states and the District of Columbia between January 1, 2014 and December 31, 2022 (N = 33,107,382).</p></sec><sec id="S3"><title>Results:</title><p id="P5">The average number of reported prenatal care visits was 11.2 (SD = 1.2), 36.8% reported fewer than the recommended number of prenatal care visits, 22.7% reported late initiation of prenatal care, and 1.8% reported no prenatal care. Women with a Medicaid-covered delivery were 1.06 times more likely to have fewer than the recommended number of visits, 1.36 times more likely to initiate prenatal care late, and 1.72 times more likely to have no prenatal visits (all p&#x0003c;0.001). There were significant disparities in prenatal care utilization by race/ethnicity, particularly for NHPI and AIAN women, with all minoritized racial/ethnic groups having greater risk for multiple measures of inadequate prenatal care utilization relative to White populations.</p></sec><sec id="S4"><title>Conclusions for Practice:</title><p id="P6">Racial/ethnic and economic disparities in perinatal health in the U.S. are of national concern. Differences in prenatal care utilization between women with Medicaid and private/other insurance suggest modifications to Medicaid policies may improve prenatal care access among beneficiaries.</p></sec></abstract><kwd-group><kwd>prenatal care</kwd><kwd>maternal child health</kwd><kwd>insurance payer</kwd><kwd>AIAN</kwd><kwd>NHPI</kwd></kwd-group></article-meta></front><body><sec id="S5"><title>Introduction</title><p id="P7">The United States (U.S.) rates of maternal morbidity and mortality surpass rates in other high-income countries (<xref rid="R38" ref-type="bibr">Tikkanen et al., 2020</xref>). Women from racially and ethnically minoritized groups experience higher rates of maternal morbidity and mortality compared to white women (<xref rid="R19" ref-type="bibr">Hoyert, 2024</xref>; <xref rid="R21" ref-type="bibr">Interrante et al., 2022</xref>). For example, Black women experience two to three times the rates of severe maternal morbidity and maternal mortality compared to white women (<xref rid="R19" ref-type="bibr">Hoyert, 2024</xref>). Racially and ethnically minoritized families also experience disproportionately higher rates of neonatal and infant mortality and preterm births (<xref rid="R22" ref-type="bibr">Kozhimannil et al., 2018</xref>; <xref rid="R23" ref-type="bibr">Laurore et al., 2020</xref>; B. Wu et al., 2023); Black infants experience 60% higher rates of preterm birth and nearly double the risk of infant mortality during their first year of life (<xref rid="R25" ref-type="bibr">MacDorman &#x00026; Mathews, 2011</xref>). Although there is limited data on Native Hawaiian and Pacific Islander (NHPI) and American Indian and Alaska Native (AIAN) communities, the available data demonstrates both groups have increased risk of maternal morbidity and mortality and increased rates of preterm birth and low birth weight (<xref rid="R4" ref-type="bibr">Anderson et al., 2016</xref>; <xref rid="R8" ref-type="bibr">Burns et al., 2023</xref>; <xref rid="R17" ref-type="bibr">Heck et al., 2021</xref>; <xref rid="R30" ref-type="bibr">Nembhard et al., 2019</xref>; <xref rid="R34" ref-type="bibr">Raglan et al., 2016</xref>; <xref rid="R35" ref-type="bibr">Rhoades et al., 2008</xref>; <xref rid="R39" ref-type="bibr">Wong et al., 2008</xref>; Bohao Wu et al., 2023). Births covered by Medicaid, regardless of race or ethnicity, have higher rates of severe maternal morbidity and mortality (<xref rid="R3" ref-type="bibr">Agency for Healthcare Research and Quality, 2024</xref>; <xref rid="R10" ref-type="bibr">Chen et al., 2021</xref>). Adequate prenatal care use was trending upward prior to 2020 but steeply declined afterward with severe consequences for Hispanic individuals (<xref rid="R24" ref-type="bibr">Lee et al., 2024</xref>).</p><p id="P8">Initiating prenatal care early and attending all recommended prenatal care visits throughout pregnancy allows for early detection and management of maternal and infant health concerns and increases the likelihood of delivering a healthy infant (<xref rid="R29" ref-type="bibr">Michel &#x00026; Fontenot, 2023</xref>; <xref rid="R31" ref-type="bibr">S. Partridge et al., 2012</xref>). Early and adequate prenatal care has also been associated with reduced risk of adverse maternal and infant outcomes by improving management of preexisting conditions as well as by detecting conditions that emerge during pregnancy, such as gestational diabetes (<xref rid="R29" ref-type="bibr">Michel &#x00026; Fontenot, 2023</xref>; <xref rid="R31" ref-type="bibr">S Partridge et al., 2012</xref>; <xref rid="R31" ref-type="bibr">S. Partridge et al., 2012</xref>). Variations in prenatal care utilization may contribute to racial/ethnic disparities in perinatal outcomes. Previous studies have shown Black women are more likely to receive inadequate prenatal care, a factor associated with increased risks of maternal mortality and poor infant outcomes (<xref rid="R14" ref-type="bibr">Green, 2018</xref>). The American College of Obstetricians and Gynecologists recommends initiating prenatal care by the first trimester (<xref rid="R1" ref-type="bibr">ACOG, 2017</xref>). The recommended number and frequency of prenatal care visits depends on the stage of pregnancy in which prenatal care was initiated, the weeks of gestation when birth occurs, and risk factors. For example, a woman with a low-risk pregnancy who gives birth at 40 weeks would attend 12 to 14 in-person prenatal care visits following the recommended schedule (<xref rid="R32" ref-type="bibr">Peahl &#x00026; Howell, 2021</xref>).</p><p id="P9">Given the importance of prenatal care utilization on the health of women and infants, this study examined differences in prenatal care utilization by race/ethnicity and payer using three separate measures of inadequate prenatal care, including having 1) fewer than the recommended number of prenatal care visits, 2) late initiation of prenatal care (at or after 4 months gestation), or 3) no prenatal care.</p></sec><sec id="S6"><title>Methods</title><sec id="S7"><title>Data and Population</title><p id="P10">Birth records data from the National Center for Health Statistics were used. The study population consisted of singleton live births in all 50 U.S. states and the District of Columbia between January 1, 2014 and December 31, 2022 (N = 33,107,382). We examined prenatal care utilization based on sociodemographic characteristics including insurance coverage; therefore, records were excluded if the delivery was reported as self-pay or if the payer was unknown (N = 2,581,860). When excluding for missing covariates, the study population was reduced 28,769,646. When excluding for missingness variables on prenatal care, the study population for analysis was 28,120,391 singleton births. Characteristics of the study population of all singleton births included for analysis are listed in <xref rid="T1" ref-type="table">Table 1</xref>.</p></sec><sec id="S8"><title>Variable Definitions</title><p id="P11">The primary outcomes of interest included: 1) fewer than the recommended number of prenatal care visits, 2) late initiation of prenatal care, or 3) no prenatal care. Fewer than the recommended number of prenatal care visits was defined as receiving less than 80% of the recommended number of prenatal care visits for low-risk pregnancies based on gestational age at birth. Late initiation of prenatal care was defined as not receiving a prenatal care visit until after the third month of pregnancy (i.e., month 4 or later) or not receiving any prenatal care. No prenatal care was defined as receiving zero prenatal care visits.</p><p id="P12">To assess differences in prenatal care utilization, we considered three main sociodemographic variables of interest: payer, race/ethnicity, and urbanicity. Payer was defined as the payer for the delivery and included Medicaid or private/other (i.e., private, TRICARE, or Indian Health Service). Maternal race/ethnicity included Hispanic (regardless of race) and non-Hispanic AIAN, Asian, white, Black, NHPI, and multiracial. The Rural-Urban Continuum Codes (RUCC) from 2023 were used to designate the maternal county of residence. We utilized the U.S. Department of Agriculture (USDA) dichotomous classification system. The USDA classifies RUCC codes 1-3 as metropolitan/urban and codes 4-9 as nonmetropolitan/rural counties (<xref rid="R12" ref-type="bibr">Economic Research Service, 2025</xref>).</p><p id="P13">Covariates included birth year, state of residence, nativity of the woman (U.S. vs foreign-born), and maternal age (continuous); maternal education (less than high school, graduated from high school or received a GED, or some post-secondary, college, or higher); and live birth order (1, 2, or &#x02265;3).</p></sec><sec id="S9"><title>Statistical Analyses</title><p id="P14">Descriptive statistics included chi square tests to assess differences in the three outcomes for each of the study covariates. We used generalized linear models with a Bernoulli distribution and a logit link to calculate marginal risk ratios (RRs) for all study variables. The generalized linear models included maternal age, maternal education, nativity, live birth order, year of birth, and state of residence as covariates. Our primary variables of interest were urbanicity (rural vs. urban counties), as well as payer type, race/ethnicity, and their interaction term (payer by race interaction term), which allowed us to examine how the association between payer type and outcomes varied across racial/ethnic groups.. This interaction was included due to potential modification of payer effects by race/ethnicity (<xref rid="R11" ref-type="bibr">Daw et al., 2020</xref>). We used the "emmeans" R package for estimated marginal predicted probabilities and adjusted confidence intervals (C.I.) for multiple comparisons. Statistical significance was set at p &#x0003c; 0.01, and 99% C.I.s are reported. All analyses were conducted in R version 4.3.2. This study was reviewed by the institutional review board at the lead author&#x02019;s university and deemed non-human subjects, and the study was performed in accordance with the ethical standards outlined in the 1964 Declaration of Helsinki and its later amendments.</p></sec></sec><sec id="S10"><title>Results</title><sec id="S11"><title>Descriptive Statistics</title><p id="P15">Among the study population, the average number of reported prenatal care visits was 11.2 (SD = 1.2), 36.8% reported fewer than the recommended number of prenatal care visits, 22.7% reported late initiation of prenatal care, and 1.8% reported no prenatal care.</p><p id="P16"><xref rid="F1" ref-type="fig">Figure 1</xref> displays the adjusted predicted probability of having fewer than the recommended number of prenatal care visits, late initiation of prenatal care, or no prenatal care by payer and race/ethnicity.</p><p id="P17">Individuals with Medicaid as the primary payer had higher adjusted rates of inadequate prenatal care utilization across all three outcomes (<xref rid="T2" ref-type="table">Table 2</xref>). Women with a Medicaid-covered delivery were 1.06 times more likely to have fewer than the recommended number of visits, 1.36 times more likely to initiate prenatal care late, and 1.72 times more likely to have no prenatal visits (all p&#x0003c;0.001).</p><p id="P18">The adjusted risk ratios associated with Medicaid for each racial/ethnic group is displayed in <xref rid="T3" ref-type="table">Table 3</xref>. Medicaid was associated with increased risk of inadequate prenatal care for all three prenatal care metrics and for every racial/ethnic group. The effect of Medicaid on the recommended number of visits was the smallest among Asian (RR = 1.12 99% C.I. [1.093, 1.138], p &#x0003c; 0.001) and Hispanic women (RR = 1.06, 99% C.I. [1.032, 1.008], p &#x0003c; 0.001) compared to AIAN, multiracial, NHPI, and white women (<xref rid="T3" ref-type="table">Table 3</xref>). The effect of Medicaid on late initiation of care was smallest among AIAN (RR = 1.27, 99% C.I. [1.228, 1.307], p &#x0003c; 0.001) and Black women (RR = 1.31, 99% C.I. [1.291, 1.392], p &#x0003c; 0.001) and largest among Asian (RR = 1.72, 99% C.I. [1.678, 1.760], p &#x0003c; 0.001) and white women (RR = 1.67, 99% C.I. [1.639, 1.696], p &#x0003c; 0.001). Similarly, the effect of Medicaid on not receiving any prenatal care was smallest among AIAN women (RR = 1.32, 99% C.I. [1.174, 1.495], p &#x0003c; 0.001) and largest among white women (RR = 2.69, 99% C.I. [2.538, 2.846], p &#x0003c; 0.001).</p><p id="P19">There were significant racial/ethnic differences for all three outcomes, with every minoritized racial/ethnic group having higher adjusted risks of inadequate prenatal care compared to white women (<xref rid="T4" ref-type="table">Table 4</xref>). Across all outcomes, NHPI women had an increase in the risk of inadequate prenatal care, including having fewer than recommended number of visits (RR = 1.40, 99% C.I. [1.372, 1.421], p &#x0003c; 0.001), late initiation of prenatal care (RR = 1.64, 99% C.I. [1.614, 1.676], p &#x0003c; 0.001), and no prenatal care (RR = 2.15, 99% C.I. [1.967, 2.343], p &#x0003c; 0.001). AIAN women had higher risk of having fewer than the recommended number of visits (RR = 1.27, 99% C.I. [1.254, 1.294], p &#x0003c; 0.001), late initiation of prenatal care (RR = 1.31, 99% C.I. [1.283, 1.330], p &#x0003c; 0.001), and no prenatal care (RR = 1.82 99% C.I. [1.706, 1.949], p &#x0003c; 0.001). Also, Black women had higher risk of having fewer than the recommended number of visits (RR = 1.14, 99% C.I. [1.135, 1.155], p &#x0003c; 0.001), late initiation of prenatal care (RR = 1.20, 99% C.I. [1.187, 1.1.210], p &#x0003c; 0.001), and no prenatal care (RR = 1.41, 99% C.I. [1.353, 1.467], p &#x0003c; 0.001). Asian, Hispanic, and multiracial women also tended to have an increase in the risk of worse prenatal care outcomes when compared to white women (<xref rid="T4" ref-type="table">Table 4</xref>), although the increase in relative risk was less than the other minoritized groups.</p><p id="P20">Women residing in urban counties less frequently demonstrated adequate prenatal care utilization compared to those in rural counties (<xref rid="T5" ref-type="table">Table 5</xref>). Women in urban counties had a higher risk of no prenatal care compared to women from rural counties (RR=1.51, 99% CI [1.452, 1.567]). Additionally, women from urban counties demonstrated a slightly higher risk of having fewer than the recommended number of visits (RR=1.02, 99% CI [1.018, 1.031]) and a slightly higher risk of late initiation of care (RR=1.04, 99% CI [1.029, 1.043]).</p></sec></sec><sec id="S12"><title>Discussion</title><p id="P21">Early and adequate prenatal care utilization improves health outcomes for both women and infants (<xref rid="R31" ref-type="bibr">S Partridge et al., 2012</xref>). This national study of birth records found significant variation in prenatal care utilization by race/ethnicity, with all minoritized racial/ethnic groups having greater risk for multiple measures of inadequate prenatal care utilization relative to white populations and with Medicaid-covered births having increased risk of inadequate prenatal care for every minoritized racial/ethnic group. Given the improvements in maternal and infant outcomes associated with prenatal care and the large racial/ethnic disparities in perinatal outcomes (<xref rid="R19" ref-type="bibr">Hoyert, 2024</xref>; <xref rid="R25" ref-type="bibr">MacDorman &#x00026; Mathews, 2011</xref>), understanding factors associated with prenatal care is important for reducing inequities in perinatal outcomes.</p><p id="P22">When assessing differences in prenatal care utilization by race/ethnicity, the largest disparities were found for NHPI and AIAN women. Specifically, NHPI women had more than twice the risk of late initiation of prenatal care or no prenatal care and approximately 40% higher risk of having fewer than the recommended number of visits. AIAN women similarly had more than twice the risk of no prenatal care and approximately 31% higher risk of having late initiation of prenatal care.</p><p id="P23">Although prior literature has documented disparities in prenatal care utilization in other minoritized populations (<xref rid="R14" ref-type="bibr">Green, 2018</xref>), our study provides new information documenting disparities in prenatal care utilization among NHPI and AIAN women, who have been underrepresented in the maternal health literature, either because of the relatively smaller size of this population compared to other groups or the frequent aggregation of their data with Asian populations. To our knowledge, this is the one of the first national studies to report prenatal care utilization among NHPI and AIAN. Prior qualitative research has identified several barriers to prenatal care including difficulty understanding and navigating Medicaid, a lack of transportation or financial resources to get to appointments, language barriers, and concerns about lack of culturally congruent care (<xref rid="R6" ref-type="bibr">Ayers et al., 2018</xref>; <xref rid="R15" ref-type="bibr">Hanson, 2012</xref>). Prior research with NPHI subpopulations has also identified a lack of awareness of the importance of early and consistent prenatal care among some groups and experiences with discrimination and fear when seeking prenatal care (<xref rid="R6" ref-type="bibr">Ayers et al., 2018</xref>; <xref rid="R15" ref-type="bibr">Hanson, 2012</xref>). Experiences of language barriers, discrimination, and fear are unsurprising given NHPI populations are underrepresented in many facets of medicine (e.g., the physician workforce, clinical research) and are the least represented racial/ethnic group in U.S. medical schools (<xref rid="R5" ref-type="bibr">Association of American Medical Colleges, 2023</xref>; <xref rid="R36" ref-type="bibr">Sakala et al., 2018</xref>). Many extant studies fail to disaggregate Asian and NHPI individuals (<xref rid="R18" ref-type="bibr">Heyrana et al., 2023</xref>; <xref rid="R37" ref-type="bibr">Taparra, 2021</xref>); however, survey research of California revealed Asian and NHPI birthing individuals in composite are less likely to seek certain types of care and more likely to experience biased care related to their languages (<xref rid="R36" ref-type="bibr">Sakala et al., 2018</xref>). The stark disparities in prenatal care utilization among NHPI and AIAN women compared to white women found in our study is concerning. Given the prior research documenting both NHPI and AIAN have poor maternal and infant health outcomes (<xref rid="R4" ref-type="bibr">Anderson et al., 2016</xref>; <xref rid="R8" ref-type="bibr">Burns et al., 2023</xref>; <xref rid="R17" ref-type="bibr">Heck et al., 2021</xref>; <xref rid="R30" ref-type="bibr">Nembhard et al., 2019</xref>; <xref rid="R34" ref-type="bibr">Raglan et al., 2016</xref>; <xref rid="R35" ref-type="bibr">Rhoades et al., 2008</xref>; <xref rid="R39" ref-type="bibr">Wong et al., 2008</xref>; Bohao Wu et al., 2023), a lack of prenatal care may contribute to or exacerbate these poor outcomes.</p><p id="P24">Women who are Medicaid recipients, regardless of race/ethnicity, were more likely to have fewer than the recommended number of prenatal care visits and were less likely to have early prenatal care than those with private/other insurance. This finding supports a national study of delivery hospitalizations that reported the highest rates of maternal morbidity and mortality among Black, AIAN, Asian, and NHPI women with Medicaid (<xref rid="R21" ref-type="bibr">Interrante et al., 2022</xref>). Further analysis demonstrated there was a significant interaction between race/ethnicity and payer across all three prenatal care utilization variables, with the greatest impact associated with Medicaid coverage among white women who had almost three times the relative risk of receiving no prenatal care compared to white women with private/other insurance.</p><p id="P25">This study does not investigate why Medicaid was associated with significantly less prenatal care utilization. However, it is important to note that Medicaid policy varies state by state and several policies and practices may have contributed to the association. Many states do not offer presumptive Medicaid, requiring women to wait until their Medicaid application is complete and approved before they can access prenatal care. Additionally, states vary regarding Medicaid and Children's Health Insurance Program (CHIP) coverage for qualified immigrants, with some states not offering coverage and some states requiring a five year wait period for qualified immigrants (<xref rid="R20" ref-type="bibr">Interrante et al., 2024</xref>). Many health care providers will not see patients until their Medicaid is approved and will often limit the number of Medicaid patients they take (<xref rid="R7" ref-type="bibr">Bellerose et al., 2022</xref>). Some states utilize a bundled payment approach for perinatal care, which reduces financial incentives for additional prenatal care visits or for seeing women early in their pregnancy (<xref rid="R26" ref-type="bibr">MACPAC, 2021</xref>). Women qualify for Medicaid when they are pregnant if their income is at ~200% of the federal poverty limit (<xref rid="R16" ref-type="bibr">Healthinsurance.org, 2024</xref>). Because Medicaid eligibility is income-based, individuals enrolled in Medicaid have lower household incomes and may face additional barriers to prenatal care utilization, such as lower health literacy and challenges related to transportation and childcare (<xref rid="R7" ref-type="bibr">Bellerose et al., 2022</xref>). ACOG emphasizes the importance of Medicaid reimbursement rates matching the cost of care to ensure sustainable and equitable access to high-quality care for eligible patients (<xref rid="R2" ref-type="bibr">ACOG, 2021</xref>).</p><p id="P26">We found a statistically significant difference in prenatal care utilization between women living in rural and urban areas. Women living in urban areas were more likely to have inadequate prenatal care visits and no prenatal care compared to those living in rural area. Urban women were also more likely to experience late initiation of prenatal care compared to those living in rural areas. This finding differs from some studies which have documented higher rates of inadequate prenatal care utilization among rural women when using individual state-level birth record data (<xref rid="R28" ref-type="bibr">McElfish et al., 2025</xref>). Few prior studies have used a nation-wide U.S. sample to examine rural/urban difference in prenatal care utilization. Analysis of U.S. Pregnancy Risk Assessment Monitoring System data found rural women had lower odds of receiving adequate prenatal care compared to urban residents (<xref rid="R33" ref-type="bibr">Polavarapu et al., 2024</xref>). Additional research with more nuanced use of the RUCC codes is needed to better understand disparities in prenatal care utilization. While most prior studies have used a dichotomous classification, with the three most populus codes representing metro/urban and the six less populus codes representing non-metro/rural (<xref rid="R12" ref-type="bibr">Economic Research Service, 2025</xref>), scholars have begun to criticize the utility of this classification and called for classifications that consider very urban, suburban, rural, and frontier.</p><sec id="S13"><title>Limitations</title><p id="P27">There are limitations to the study. We utilized data from birth records, and some have questioned the reliability and validity of birth certificate data (<xref rid="R27" ref-type="bibr">Martin et al., 2013</xref>). Studies of birth certificate data quality have found moderate to substantial agreement for source of payment (<xref rid="R13" ref-type="bibr">Evans et al., 2017</xref>; <xref rid="R27" ref-type="bibr">Martin et al., 2013</xref>) as well as initiation of prenatal care beginning in the first trimester (<xref rid="R27" ref-type="bibr">Martin et al., 2013</xref>), but somewhat less reliability for number of visits (<xref rid="R27" ref-type="bibr">Martin et al., 2013</xref>). Since 2016, all U.S. states, D.C., Puerto Rico, U.S. Virgin Islands, Guam, and Northern Mariana Islands use the 2003 revision of the U.S. Standard Certificate of Live Birth which reports race according to the 1997 standards and allows for reporting of multiple races (<xref rid="R9" ref-type="bibr">Centers for Disease Control and Prevention, 2024</xref>). However, some limitations to birth certificate data on race and ethnicity remain for women whose race is not reported (<xref rid="R9" ref-type="bibr">Centers for Disease Control and Prevention, 2024</xref>). Women&#x02019;s race was imputed for 7.6% of births in 2022 (<xref rid="R9" ref-type="bibr">Centers for Disease Control and Prevention, 2024</xref>). The number of recommended visits is based on what is usually appropriate for low-risk women, and we could not adjust for the risk level of each individual or pregnancy. Therefore, we cannot speak to whether utilization was adequate for high-risk women. Finally, we examined associations, and those associations do not establish causality. Although there are limitations to the study, analysis of birth records can provide valuable insights across a large and diverse sample given the use of national data. The results provide valuable insights into prenatal care utilization and give new insight into disparities among those with Medicaid versus private insurance and among NHPI and AIAN women.</p></sec></sec><sec id="S14"><title>Conclusion</title><p id="P28">Racial/ethnic and economic disparities in perinatal health in the U.S. are of national concern. Prenatal care is an important intervention to prevent adverse maternal and newborn outcomes. This study identifies racial/ethnic differences in prenatal care utilization, particularly for NHPI and AIAN women, that may contribute to disparate maternal health outcomes. Differences in prenatal care between women with Medicaid and private/other insurance also suggest modifications to Medicaid policies may improve prenatal care access among beneficiaries.</p></sec></body><back><ack id="S15"><title>Funding:</title><p id="P29">Research reported in this publication was supported by University of Arkansas for Medical Sciences Translational Research Institute funding awarded through the National Center for Advancing Translational Sciences of the National Institutes of Health (UL1 TR003107). This work was also supported by the Community Engagement Alliance (CEAL) Against COVID-19 Disparities (NIH 10T2HL156812-01) and by a Racial and Ethnic Approaches to Community Health (REACH) award (6 NU58DP007601-01-01) from the Centers for Disease Control and Prevention. The content is solely the responsibility of the authors and does not necessarily represent the official views of the funders.</p></ack><fn-group><fn fn-type="COI-statement" id="FN2"><p id="P30"><bold>Conflict of Interest:</bold> The authors declare that they have no conflict of interest.</p></fn><fn id="FN3"><p id="P31"><bold>Ethics Approval:</bold> This study was approved as exempt by the University of Arkansas for Medical Sciences Institution Review Board because it used deidentified secondary data. The study was performed in accordance with the ethical standards laid down in the 1964 Declaration of Helsinki and its later amendments.</p></fn><fn id="FN4"><p id="P32"><bold>Availability of Data and Materials:</bold> Birth records data from the National Center for Health Statistics were used.</p></fn></fn-group><ref-list><title>References</title><ref id="R1"><mixed-citation publication-type="journal"><collab>ACOG</collab>. (<year>2017</year>). <article-title>Committee Opinion No 700: Methods for Estimating the Due Date</article-title>. <source>Obstet Gynecol</source>, <volume>129</volume>(<issue>5</issue>), <fpage>e150</fpage>&#x02013;<lpage>e154</lpage>. <pub-id pub-id-type="doi">10.1097/aog.0000000000002046</pub-id><pub-id pub-id-type="pmid">28426621</pub-id>
</mixed-citation></ref><ref id="R2"><mixed-citation publication-type="journal"><collab>ACOG</collab>. (<year>2021</year>). <article-title>Protecting and Expanding Medicaid to Improve Women's Health: ACOG Committee Opinion, Number 826</article-title>. <source>Obstet Gynecol</source>, <volume>137</volume>(<issue>6</issue>), <fpage>e163</fpage>&#x02013;<lpage>e168</lpage>. <pub-id pub-id-type="doi">10.1097/aog.0000000000004383</pub-id><pub-id pub-id-type="pmid">33760779</pub-id>
</mixed-citation></ref><ref id="R3"><mixed-citation publication-type="webpage"><collab>Agency for Healthcare Research and Quality</collab>. (<year>2024</year>). <source>National Healthcare Quality and Disparities Report Chartbook on Patient Safety</source>. chrome-extension://efaidnbmnnnibpcajpcglclefindmkaj/<ext-link xlink:href="https://www.ahrq.gov/sites/default/files/wysiwyg/research/findings/nhqrdr/chartbooks/patientsafety/2023qdr-patient-safety-chartbook-final.pdf" ext-link-type="uri">https://www.ahrq.gov/sites/default/files/wysiwyg/research/findings/nhqrdr/chartbooks/patientsafety/2023qdr-patient-safety-chartbook-final.pdf</ext-link></mixed-citation></ref><ref id="R4"><mixed-citation publication-type="journal"><name><surname>Anderson</surname><given-names>KG</given-names></name>, <name><surname>Spicer</surname><given-names>P</given-names></name>, &#x00026; <name><surname>Peercy</surname><given-names>MT</given-names></name> (<year>2016</year>). <article-title>Obesity, Diabetes, and Birth Outcomes Among American Indians and Alaska Natives</article-title>. <source>Matern Child Health J</source>, <volume>20</volume>(<issue>12</issue>), <fpage>2548</fpage>&#x02013;<lpage>2556</lpage>. <pub-id pub-id-type="doi">10.1007/s10995-016-2080-3</pub-id><pub-id pub-id-type="pmid">27461020</pub-id>
</mixed-citation></ref><ref id="R5"><mixed-citation publication-type="webpage"><collab>Association of American Medical Colleges</collab>. (<year>2023</year>). <source>Table A-14.3: Race/Ethnicity Responses (Alone and In Combination) of Matriculants to U.S. MD-Granting Medical Schools, 2019-2020 through 2023-2024</source>. <ext-link xlink:href="https://www.aamc.org/media/8826/download" ext-link-type="uri">https://www.aamc.org/media/8826/download</ext-link></mixed-citation></ref><ref id="R6"><mixed-citation publication-type="journal"><name><surname>Ayers</surname><given-names>BL</given-names></name>, <name><surname>Purvis</surname><given-names>RS</given-names></name>, <name><surname>Bing</surname><given-names>WI</given-names></name>, <name><surname>Rubon-Chutaro</surname><given-names>J</given-names></name>, <name><surname>Hawley</surname><given-names>NL</given-names></name>, <name><surname>Delafield</surname><given-names>R</given-names></name>,&#x02026;<name><surname>McElfish</surname><given-names>PA</given-names></name> (<year>2018</year>). <article-title>Structural and Socio-cultural Barriers to Prenatal Care in a US Marshallese Community</article-title>. <source>Matern Child Health J</source>, <volume>22</volume>(<issue>7</issue>), <fpage>1067</fpage>&#x02013;<lpage>1076</lpage>. <pub-id pub-id-type="doi">10.1007/s10995-018-2490-5</pub-id><pub-id pub-id-type="pmid">29470813</pub-id>
</mixed-citation></ref><ref id="R7"><mixed-citation publication-type="journal"><name><surname>Bellerose</surname><given-names>M</given-names></name>, <name><surname>Rodriguez</surname><given-names>M</given-names></name>, &#x00026; <name><surname>Vivier</surname><given-names>PM</given-names></name> (<year>2022</year>). <article-title>A systematic review of the qualitative literature on barriers to high-quality prenatal and postpartum care among low-income women</article-title>. <source>Health Services Research</source>, <volume>57</volume>(<issue>4</issue>), <fpage>775</fpage>&#x02013;<lpage>785</lpage>. <pub-id pub-id-type="doi">10.1111/1475-6773.14008</pub-id><pub-id pub-id-type="pmid">35584267</pub-id>
</mixed-citation></ref><ref id="R8"><mixed-citation publication-type="journal"><name><surname>Burns</surname><given-names>A</given-names></name>, <name><surname>DeAtley</surname><given-names>T</given-names></name>, &#x00026; <name><surname>Short</surname><given-names>SE</given-names></name> (<year>2023</year>). <article-title>The maternal health of American Indian and Alaska Native people: A scoping review</article-title>. <source>Soc Sci Med</source>, <volume>317</volume>, <fpage>115584</fpage>. <pub-id pub-id-type="doi">10.1016/j.socscimed.2022.115584</pub-id><pub-id pub-id-type="pmid">36521232</pub-id>
</mixed-citation></ref><ref id="R9"><mixed-citation publication-type="webpage"><collab>Centers for Disease Control and Prevention</collab>. (<year>2024</year>, 2024-10-03T07:59:32Z). <source>Race</source>. Retrieved <date-in-citation>January 6, 2025</date-in-citation> from <ext-link xlink:href="https://www.cdc.gov/nchs/hus/sources-definitions/race.html" ext-link-type="uri">https://www.cdc.gov/nchs/hus/sources-definitions/race.html</ext-link></mixed-citation></ref><ref id="R10"><mixed-citation publication-type="journal"><name><surname>Chen</surname><given-names>J</given-names></name>, <name><surname>Cox</surname><given-names>S</given-names></name>, <name><surname>Kuklina</surname><given-names>EV</given-names></name>, <name><surname>Ferre</surname><given-names>C</given-names></name>, <name><surname>Barfield</surname><given-names>W</given-names></name>, &#x00026; <name><surname>Li</surname><given-names>R</given-names></name> (<year>2021</year>). <article-title>Assessment of Incidence and Factors Associated With Severe Maternal Morbidity After Delivery Discharge Among Women in the US</article-title>. <source>JAMA Network Open</source>, <volume>4</volume>(<issue>2</issue>), <fpage>e2036148</fpage>. <pub-id pub-id-type="doi">10.1001/jamanetworkopen.2020.36148</pub-id><pub-id pub-id-type="pmid">33528553</pub-id>
</mixed-citation></ref><ref id="R11"><mixed-citation publication-type="journal"><name><surname>Daw</surname><given-names>JR</given-names></name>, <name><surname>Kolenic</surname><given-names>GE</given-names></name>, <name><surname>Dalton</surname><given-names>VK</given-names></name>, <name><surname>Zivin</surname><given-names>K</given-names></name>, <name><surname>Winkelman</surname><given-names>T</given-names></name>, <name><surname>Kozhimannil</surname><given-names>KB</given-names></name>, &#x00026; <name><surname>Admon</surname><given-names>LK</given-names></name> (<year>2020</year>). <article-title>Racial and Ethnic Disparities in Perinatal Insurance Coverage</article-title>. <source>Obstet Gynecol</source>, <volume>135</volume>(<issue>4</issue>), <fpage>917</fpage>&#x02013;<lpage>924</lpage>. <pub-id pub-id-type="doi">10.1097/aog.0000000000003728</pub-id><pub-id pub-id-type="pmid">32168215</pub-id>
</mixed-citation></ref><ref id="R12"><mixed-citation publication-type="book"><collab>Economic Research Service</collab>. (<year>2025</year>). <source>Rural-Urban Continuum Codes</source>. <publisher-name>USDA</publisher-name>. Retrieved <date-in-citation>January 23, 2025</date-in-citation> from <ext-link xlink:href="https://www.ers.usda.gov/data-products/rural-urban-continuum-codes" ext-link-type="uri">https://www.ers.usda.gov/data-products/rural-urban-continuum-codes</ext-link></mixed-citation></ref><ref id="R13"><mixed-citation publication-type="journal"><name><surname>Evans</surname><given-names>MA</given-names></name>, <name><surname>Siu</surname><given-names>V</given-names></name>, <name><surname>Markwardt</surname><given-names>K</given-names></name>, &#x00026; <name><surname>Hargand</surname><given-names>S</given-names></name> (<year>2017</year>). <article-title>Oregon Medicaid Paid Births: Validity and Reliability of Birth Certificate Reported Payer and Medicaid Claims Data 2008-2014</article-title>. <source>American Journal of Public Health Research</source>, <volume>5</volume>(<issue>2</issue>), <fpage>36</fpage>&#x02013;<lpage>42</lpage>. <pub-id pub-id-type="doi">10.12691/ajphr-5-2-2</pub-id></mixed-citation></ref><ref id="R14"><mixed-citation publication-type="journal"><name><surname>Green</surname><given-names>T</given-names></name>. (<year>2018</year>). <article-title>Unpacking Racial/Ethnic Disparities in Prenatal Care Use: The Role of Individual-, Household-, and Area-Level Characteristics</article-title>. <source>J Womens Health (Larchmt)</source>, <volume>27</volume>(<issue>9</issue>), <fpage>1124</fpage>&#x02013;<lpage>1134</lpage>. <pub-id pub-id-type="doi">10.1089/jwh.2017.6807</pub-id><pub-id pub-id-type="pmid">29757075</pub-id>
</mixed-citation></ref><ref id="R15"><mixed-citation publication-type="journal"><name><surname>Hanson</surname><given-names>JD</given-names></name> (<year>2012</year>). <article-title>Understanding prenatal health care for American Indian women in a Northern Plains tribe</article-title>. <source>J Transcult Nurs</source>, <volume>23</volume>(<issue>1</issue>), <fpage>29</fpage>&#x02013;<lpage>37</lpage>. <pub-id pub-id-type="doi">10.1177/1043659611423826</pub-id><pub-id pub-id-type="pmid">22052090</pub-id>
</mixed-citation></ref><ref id="R16"><mixed-citation publication-type="webpage"><collab><ext-link xlink:href="http://Healthinsurance.org" ext-link-type="uri">Healthinsurance.org</ext-link></collab>. (<year>2024</year>). <source>Medicaid eligibility and enrollment in Arkansas</source>. <ext-link xlink:href="https://www.healthinsurance.org/medicaid/arkansas/" ext-link-type="uri">https://www.healthinsurance.org/medicaid/arkansas/</ext-link></mixed-citation></ref><ref id="R17"><mixed-citation publication-type="journal"><name><surname>Heck</surname><given-names>JL</given-names></name>, <name><surname>Jones</surname><given-names>EJ</given-names></name>, <name><surname>Bohn</surname><given-names>D</given-names></name>, <name><surname>McCage</surname><given-names>S</given-names></name>, <name><surname>Parker</surname><given-names>JG</given-names></name>, <name><surname>Parker</surname><given-names>M</given-names></name>,&#x02026;<name><surname>Campbell</surname><given-names>J</given-names></name> (<year>2021</year>). <article-title>Maternal Mortality Among American Indian/Alaska Native Women: A Scoping Review</article-title>. <source>J Womens Health (Larchmt)</source>, <volume>30</volume>(<issue>2</issue>), <fpage>220</fpage>&#x02013;<lpage>229</lpage>. <pub-id pub-id-type="doi">10.1089/jwh.2020.8890</pub-id><pub-id pub-id-type="pmid">33211616</pub-id>
</mixed-citation></ref><ref id="R18"><mixed-citation publication-type="journal"><name><surname>Heyrana</surname><given-names>KJ</given-names></name>, <name><surname>Kaneshiro</surname><given-names>B</given-names></name>, <name><surname>Soon</surname><given-names>R</given-names></name>, <name><surname>Nguyen</surname><given-names>BT</given-names></name>, &#x00026; <name><surname>Natavio</surname><given-names>MF</given-names></name> (<year>2023</year>). <article-title>Data Equity for Asian American and Native Hawaiian and Other Pacific Islander People in Reproductive Health Research</article-title>. <source>Obstet Gynecol</source>, <volume>142</volume>(<issue>4</issue>), <fpage>787</fpage>&#x02013;<lpage>794</lpage>. <pub-id pub-id-type="doi">10.1097/aog.0000000000005340</pub-id><pub-id pub-id-type="pmid">37678914</pub-id>
</mixed-citation></ref><ref id="R19"><mixed-citation publication-type="webpage"><name><surname>Hoyert</surname><given-names>D</given-names></name>. (<year>2024</year>). <source>Maternal Mortality Rates in the United States, 2022 (NCHS Health E-Stats, Issue</source>. <ext-link xlink:href="https://www.cdc.gov/nchs/data/hestat/maternal-mortality/2022/maternal-mortality-rates-2022.pdf" ext-link-type="uri">https://www.cdc.gov/nchs/data/hestat/maternal-mortality/2022/maternal-mortality-rates-2022.pdf</ext-link></mixed-citation></ref><ref id="R20"><mixed-citation publication-type="journal"><name><surname>Interrante</surname><given-names>JD</given-names></name>, <name><surname>Pando</surname><given-names>C</given-names></name>, <name><surname>Fritz</surname><given-names>AH</given-names></name>, &#x00026; <name><surname>Kozhimannil</surname><given-names>KB</given-names></name> (<year>2024</year>). <article-title>Perinatal care among Hispanic birthing people: Differences by primary language and state policy environment</article-title>. <source>Health Serv Res</source>, <volume>59</volume>(<issue>5</issue>), <fpage>e14339</fpage>. <pub-id pub-id-type="doi">10.1111/1475-6773.14339</pub-id><pub-id pub-id-type="pmid">38881220</pub-id>
</mixed-citation></ref><ref id="R21"><mixed-citation publication-type="journal"><name><surname>Interrante</surname><given-names>JD</given-names></name>, <name><surname>Tuttle</surname><given-names>MS</given-names></name>, <name><surname>Admon</surname><given-names>LK</given-names></name>, &#x00026; <name><surname>Kozhimannil</surname><given-names>KB</given-names></name> (<year>2022</year>). <article-title>Severe Maternal Morbidity and Mortality Risk at the Intersection of Rurality, Race and Ethnicity, and Medicaid</article-title>. <source>Womens Health Issues</source>, <volume>32</volume>(<issue>6</issue>), <fpage>540</fpage>&#x02013;<lpage>549</lpage>. <pub-id pub-id-type="doi">10.1016/j.whi.2022.05.003</pub-id><pub-id pub-id-type="pmid">35760662</pub-id>
</mixed-citation></ref><ref id="R22"><mixed-citation publication-type="journal"><name><surname>Kozhimannil</surname><given-names>K</given-names></name>, <name><surname>Hung</surname><given-names>P</given-names></name>, <name><surname>Henning-Smith</surname><given-names>C</given-names></name>, <name><surname>Casey</surname><given-names>M</given-names></name>, &#x00026; <name><surname>Prasad</surname><given-names>S</given-names></name> (<year>2018</year>). <article-title>Association between loss of hospital-based obstetric services and birth outcomes in rural counties in the United States</article-title>. <source>Jama</source>, <volume>319</volume>(<issue>12</issue>), <fpage>1239</fpage>&#x02013;<lpage>1247</lpage>.<pub-id pub-id-type="pmid">29522161</pub-id>
</mixed-citation></ref><ref id="R23"><mixed-citation publication-type="journal"><name><surname>Laurore</surname><given-names>J</given-names></name>, <name><surname>Baziyants</surname><given-names>G</given-names></name>, &#x00026; <name><surname>Daily</surname><given-names>S</given-names></name> (<year>2020</year>). <source>Health Care Access for Infants and Toddlers in Rural Areas (Rural Health Inequities, Issue</source>. <ext-link xlink:href="https://www.childtrends.org/publications/health-care-access-for-infants-and-toddlers-in-rural-areas" ext-link-type="uri">https://www.childtrends.org/publications/health-care-access-for-infants-and-toddlers-in-rural-areas</ext-link></mixed-citation></ref><ref id="R24"><mixed-citation publication-type="journal"><name><surname>Lee</surname><given-names>J</given-names></name>, <name><surname>Howard</surname><given-names>KJ</given-names></name>, <name><surname>Greif</surname><given-names>A</given-names></name>, &#x00026; <name><surname>Howard</surname><given-names>JT</given-names></name> (<year>2024</year>). <article-title>Trends and Racial/Ethnic Disparities in Prenatal Care (PNC) Use from 2016 to 2021 in the United States</article-title>. <source>J Racial Ethn Health Disparities</source>. <pub-id pub-id-type="doi">10.1007/s40615-024-02115-9</pub-id></mixed-citation></ref><ref id="R25"><mixed-citation publication-type="journal"><name><surname>MacDorman</surname><given-names>M</given-names></name>, &#x00026; <name><surname>Mathews</surname><given-names>T</given-names></name> (<year>2011</year>). <source>Understanding racial and ethnic disparities in US infant mortality rates</source>.</mixed-citation></ref><ref id="R26"><mixed-citation publication-type="webpage"><collab>MACPAC</collab>. (<year>2021</year>). <source>Arkansas Perinatal Episode of Care</source> chrome-extension://efaidnbmnnnibpcajpcglclefindmkaj/<ext-link xlink:href="https://www.macpac.gov/wp-content/uploads/2021/09/Arkansas-Perinatal-Episode-of-Care.pdf" ext-link-type="uri">https://www.macpac.gov/wp-content/uploads/2021/09/Arkansas-Perinatal-Episode-of-Care.pdf</ext-link></mixed-citation></ref><ref id="R27"><mixed-citation publication-type="journal"><name><surname>Martin</surname><given-names>J</given-names></name>, <name><surname>Wilson</surname><given-names>E</given-names></name>, <name><surname>Osterman</surname><given-names>M</given-names></name>, <name><surname>Saadi</surname><given-names>E</given-names></name>, <name><surname>Sutton</surname><given-names>S</given-names></name>, &#x00026; <name><surname>Hamilton</surname><given-names>B</given-names></name> (<year>2013</year>). <article-title>Assessing the quality of medical and health data from the 2003 birth certificate revision: results from two states</article-title>. <source>National vital statistics reports: from the Centers for Disease Control and Prevention, National Center for Health Statistics, National Vital Statistics System</source>, <volume>62</volume>(<issue>2</issue>), <fpage>1</fpage>&#x02013;<lpage>19</lpage>.</mixed-citation></ref><ref id="R28"><mixed-citation publication-type="journal"><name><surname>McElfish</surname><given-names>P</given-names></name>, <name><surname>Caldwell</surname><given-names>A</given-names></name>, <name><surname>Watson</surname><given-names>D</given-names></name>, <name><surname>Langner</surname><given-names>J</given-names></name>, <name><surname>Callaghan-Koru</surname><given-names>J</given-names></name>, <name><surname>Porter</surname><given-names>A</given-names></name>,&#x02026;<name><surname>Selig</surname><given-names>J</given-names></name> (<year>2025</year>). <article-title>Sociodemographic factors associated with prenatal care utilization in Arkansas, United States</article-title>. <source>Preventive Medicine Reports</source>, <fpage>102983</fpage>.<pub-id pub-id-type="pmid">39990201</pub-id>
</mixed-citation></ref><ref id="R29"><mixed-citation publication-type="journal"><name><surname>Michel</surname><given-names>A</given-names></name>, &#x00026; <name><surname>Fontenot</surname><given-names>H</given-names></name> (<year>2023</year>). <article-title>Adequate Prenatal Care: An Integrative Review</article-title>. <source>J Midwifery Womens Health</source>, <volume>68</volume>(<issue>2</issue>), <fpage>233</fpage>&#x02013;<lpage>247</lpage>. <pub-id pub-id-type="doi">10.1111/jmwh.13459</pub-id><pub-id pub-id-type="pmid">36565224</pub-id>
</mixed-citation></ref><ref id="R30"><mixed-citation publication-type="journal"><name><surname>Nembhard</surname><given-names>WN</given-names></name>, <name><surname>Ayers</surname><given-names>BL</given-names></name>, <name><surname>Collins</surname><given-names>RT</given-names></name>, <name><surname>Shan</surname><given-names>X</given-names></name>, <name><surname>Rabie</surname><given-names>NZ</given-names></name>, <name><surname>Chang</surname><given-names>D</given-names></name>,&#x02026;<name><surname>McElfish</surname><given-names>PA</given-names></name> (<year>2019</year>). <article-title>Adverse Pregnancy and Neonatal Outcomes Among Marshallese Women Living in the United States</article-title>. <source>Matern Child Health J</source>, <volume>23</volume>(<issue>11</issue>), <fpage>1525</fpage>&#x02013;<lpage>1535</lpage>. <pub-id pub-id-type="doi">10.1007/s10995-019-02775-8</pub-id><pub-id pub-id-type="pmid">31228148</pub-id>
</mixed-citation></ref><ref id="R31"><mixed-citation publication-type="journal"><name><surname>Partridge</surname><given-names>S</given-names></name>, <name><surname>Balayla</surname><given-names>J</given-names></name>, <name><surname>Holcroft</surname><given-names>CA</given-names></name>, &#x00026; <name><surname>Abenhaim</surname><given-names>HA</given-names></name> (<year>2012</year>). <article-title>Inadequate prenatal care utilization and risks of infant mortality and poor birth outcome: a retrospective analysis of 28,729,765 U.S. deliveries over 8 years</article-title>. <source>Am J Perinatol</source>, <volume>29</volume>(<issue>10</issue>), <fpage>787</fpage>&#x02013;<lpage>793</lpage>. <pub-id pub-id-type="doi">10.1055/s-0032-1316439</pub-id><pub-id pub-id-type="pmid">22836820</pub-id>
</mixed-citation></ref><ref id="R32"><mixed-citation publication-type="journal"><name><surname>Peahl</surname><given-names>A</given-names></name>, &#x00026; <name><surname>Howell</surname><given-names>J</given-names></name> (<year>2021</year>). <article-title>The evolution of prenatal care delivery guidelines in the United States</article-title>. <source>American Journal of Obstetrics and Gynecology</source>, <volume>224</volume>(<issue>4</issue>), <fpage>339</fpage>&#x02013;<lpage>347</lpage>.<pub-id pub-id-type="pmid">33316276</pub-id>
</mixed-citation></ref><ref id="R33"><mixed-citation publication-type="journal"><name><surname>Polavarapu</surname><given-names>M</given-names></name>, <name><surname>Singh</surname><given-names>S</given-names></name>, <name><surname>Arsene</surname><given-names>C</given-names></name>, &#x00026; <name><surname>Stanton</surname><given-names>R</given-names></name> (<year>2024</year>). <article-title>Inequities in Adequacy of Prenatal Care and Shifts in Rural/Urban Differences Early in the COVID-19 Pandemic</article-title>. <source>Womens Health Issues</source>, <volume>34</volume>(<issue>6</issue>), <fpage>597</fpage>&#x02013;<lpage>604</lpage>. <pub-id pub-id-type="doi">10.1016/j.whi.2024.08.003</pub-id><pub-id pub-id-type="pmid">39294028</pub-id>
</mixed-citation></ref><ref id="R34"><mixed-citation publication-type="journal"><name><surname>Raglan</surname><given-names>GB</given-names></name>, <name><surname>Lannon</surname><given-names>SM</given-names></name>, <name><surname>Jones</surname><given-names>KM</given-names></name>, &#x00026; <name><surname>Schulkin</surname><given-names>J</given-names></name> (<year>2016</year>). <article-title>Racial and Ethnic Disparities in Preterm Birth Among American Indian and Alaska Native Women</article-title>. <source>Matern Child Health J</source>, <volume>20</volume>(<issue>1</issue>), <fpage>16</fpage>&#x02013;<lpage>24</lpage>. <pub-id pub-id-type="doi">10.1007/s10995-015-1803-1</pub-id><pub-id pub-id-type="pmid">26187576</pub-id>
</mixed-citation></ref><ref id="R35"><mixed-citation publication-type="journal"><name><surname>Rhoades</surname><given-names>ER</given-names></name>, <name><surname>Carey</surname><given-names>JC</given-names></name>, <name><surname>Jacobs</surname><given-names>BK</given-names></name>, &#x00026; <name><surname>Brenneman</surname><given-names>G</given-names></name> (<year>2008</year>). <article-title>The health of American Indian and Alaska Native women, infants and children</article-title>. <source>Matern Child Health J</source>, <volume>12</volume>
<issue>Suppl 1</issue>, <fpage>2</fpage>&#x02013;<lpage>3</lpage>. <pub-id pub-id-type="doi">10.1007/s10995-008-0395-4</pub-id><pub-id pub-id-type="pmid">18766433</pub-id>
</mixed-citation></ref><ref id="R36"><mixed-citation publication-type="journal"><name><surname>Sakala</surname><given-names>C</given-names></name>, <name><surname>Declercq</surname><given-names>ER</given-names></name>, <name><surname>Turon</surname><given-names>JM</given-names></name>, &#x00026; <name><surname>Corry</surname><given-names>MP</given-names></name> (<year>2018</year>). <article-title>Listening to Mothers in California: A Population-Based Survey of Women&#x02019;s Childbearing Experiences, Full Survey Report</article-title>. <source>N. P. f. W. Families</source>. <ext-link xlink:href="https://www.chcf.org/wp-content/uploads/2018/09/ListeningMothersCAFullSurveyReport2018.pdf" ext-link-type="uri">https://www.chcf.org/wp-content/uploads/2018/09/ListeningMothersCAFullSurveyReport2018.pdf</ext-link></mixed-citation></ref><ref id="R37"><mixed-citation publication-type="journal"><name><surname>Taparra</surname><given-names>K</given-names></name>. (<year>2021</year>). <article-title>Pacific Islanders Searching for Inclusion in Medicine</article-title>. <source>JAMA Health Forum</source>, <volume>2</volume>(<issue>2</issue>), <fpage>e210153</fpage>. <pub-id pub-id-type="doi">10.1001/jamahealthforum.2021.0153</pub-id><pub-id pub-id-type="pmid">36218798</pub-id>
</mixed-citation></ref><ref id="R38"><mixed-citation publication-type="journal"><name><surname>Tikkanen</surname><given-names>R</given-names></name>, <name><surname>Gunja</surname><given-names>M</given-names></name>, <name><surname>FitzGerald</surname><given-names>M</given-names></name>, &#x00026; <name><surname>Zephyrin</surname><given-names>L</given-names></name> (<year>2020</year>). <article-title>Maternal Mortality and Maternity Care in the United States Compared to 10 Other Developed Countries</article-title>. <source>Commonwealth Fund</source>. Retrieved <date-in-citation>August 18, 2022</date-in-citation> from <pub-id pub-id-type="doi">10.26099/411v-9255</pub-id></mixed-citation></ref><ref id="R39"><mixed-citation publication-type="journal"><name><surname>Wong</surname><given-names>LF</given-names></name>, <name><surname>Caughey</surname><given-names>AB</given-names></name>, <name><surname>Nakagawa</surname><given-names>S</given-names></name>, <name><surname>Kaimal</surname><given-names>AJ</given-names></name>, <name><surname>Tran</surname><given-names>SH</given-names></name>, &#x00026; <name><surname>Cheng</surname><given-names>YW</given-names></name> (<year>2008</year>). <article-title>Perinatal outcomes among different Asian-American subgroups</article-title>. <source>Am J Obstet Gynecol</source>, <volume>199</volume>(<issue>4</issue>), <fpage>382.e381</fpage>&#x02013;<lpage>386</lpage>. <pub-id pub-id-type="doi">10.1016/j.ajog.2008.06.073</pub-id></mixed-citation></ref><ref id="R40"><mixed-citation publication-type="journal"><name><surname>Wu</surname><given-names>B</given-names></name>, <name><surname>Arslanian</surname><given-names>KJ</given-names></name>, <name><surname>Nyhan</surname><given-names>K</given-names></name>, <name><surname>Suss</surname><given-names>R</given-names></name>, <name><surname>Mahoney</surname><given-names>M</given-names></name>, <name><surname>McElfish</surname><given-names>PA</given-names></name>,&#x02026;<name><surname>Hawley</surname><given-names>NL</given-names></name> (<year>2023</year>). <article-title>Preterm birth among Pacific Islanders in the United States and the US-affiliated Pacific Islands: A systematic review and meta-analysis</article-title>. <source>Birth</source>, <volume>50</volume>(<issue>2</issue>), <fpage>287</fpage>&#x02013;<lpage>299</lpage>. <pub-id pub-id-type="doi">10.1111/birt.12713</pub-id><pub-id pub-id-type="pmid">37060205</pub-id>
</mixed-citation></ref><ref id="R41"><mixed-citation publication-type="journal"><name><surname>Wu</surname><given-names>B</given-names></name>, <name><surname>Taylor</surname><given-names>S</given-names></name>, <name><surname>Shabanova</surname><given-names>V</given-names></name>, &#x00026; <name><surname>Hawley</surname><given-names>NL</given-names></name> (<year>2023</year>). <article-title>Birth-Based vs Fetuses-at-Risk Approaches for Assessing Neonatal Mortality Rate by Race</article-title>. <source>JAMA Pediatr</source>, <volume>177</volume>(<issue>6</issue>), <fpage>633</fpage>&#x02013;<lpage>635</lpage>. <pub-id pub-id-type="doi">10.1001/jamapediatrics.2023.0333</pub-id><pub-id pub-id-type="pmid">37093613</pub-id>
</mixed-citation></ref></ref-list></back><floats-group><fig position="float" id="F1"><label>Figure 1:</label><caption><p id="P33">Point estimates and 99% confidence intervals (some may not visually appear due to very small confidence interval widths) for the marginal means from the regression models (adjusted all covariates; year, state, nativity, urbanicity (RUCC), woman&#x02019;s age, woman&#x02019;s education, and birth order) are displayed for A) predicted probability of fewer than the recommended number of prenatal care visits, B) predicted probability of late initiation of prenatal care, and C) predicted probability of no prenatal care.</p></caption><graphic xlink:href="nihms-2152629-f0001" position="float"/></fig><table-wrap position="float" id="T1"><label>Table 1:</label><caption><p id="P34">Characteristics of the study population of 28,120,391 singleton births.</p></caption><table frame="hsides" rules="groups"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th align="center" valign="middle" rowspan="1" colspan="1">Characteristic</th><th align="center" valign="middle" rowspan="1" colspan="1">%</th></tr></thead><tbody><tr><td align="left" valign="middle" rowspan="1" colspan="1">Nativity</td><td align="center" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;U.S.-Born</td><td align="center" valign="middle" rowspan="1" colspan="1">80%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;Foreign-Born</td><td align="center" valign="middle" rowspan="1" colspan="1">20%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">Rural or Urban County of Residence (RUCC)</td><td align="center" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;Urban (Metro County)</td><td align="center" valign="middle" rowspan="1" colspan="1">86%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;Rural (Nonmetro County)</td><td align="center" valign="middle" rowspan="1" colspan="1">14%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">Woman's Race</td><td align="center" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;White</td><td align="center" valign="middle" rowspan="1" colspan="1">54%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;Hispanic</td><td align="center" valign="middle" rowspan="1" colspan="1">23%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;Black</td><td align="center" valign="middle" rowspan="1" colspan="1">14%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;Asian</td><td align="center" valign="middle" rowspan="1" colspan="1">5.9%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;Multiracial</td><td align="center" valign="middle" rowspan="1" colspan="1">2.3%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;AIAN</td><td align="center" valign="middle" rowspan="1" colspan="1">0.8%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;NHPI</td><td align="center" valign="middle" rowspan="1" colspan="1">0.2%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">Payer</td><td align="center" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;Medicaid</td><td align="center" valign="middle" rowspan="1" colspan="1">45%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;Private</td><td align="center" valign="middle" rowspan="1" colspan="1">55%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">Birth Order</td><td align="center" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;1</td><td align="center" valign="middle" rowspan="1" colspan="1">32%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;2</td><td align="center" valign="middle" rowspan="1" colspan="1">28%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;3 or more</td><td align="center" valign="middle" rowspan="1" colspan="1">40%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">Woman's Age</td><td align="center" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;Mean (SD)</td><td align="center" valign="middle" rowspan="1" colspan="1">28.8 (3.6)</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;Min, Max</td><td align="center" valign="middle" rowspan="1" colspan="1">12.0, 50.0</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">Woman&#x02019;s 's Education Level</td><td align="center" valign="middle" rowspan="1" colspan="1"/></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;Elementary</td><td align="center" valign="middle" rowspan="1" colspan="1">2.5%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;Secondary</td><td align="center" valign="middle" rowspan="1" colspan="1">35%</td></tr><tr><td align="left" valign="middle" rowspan="1" colspan="1">&#x02003;Some post-secondary or college</td><td align="center" valign="middle" rowspan="1" colspan="1">62%</td></tr></tbody></table></table-wrap><table-wrap position="float" id="T2"><label>Table 2:</label><caption><p id="P35">Effect of Medicaid, within racial groups, on prenatal care utilization presented as risk ratios (RR) with 99% confidence intervals (CI)</p></caption><table frame="hsides" rules="groups"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th align="center" valign="middle" rowspan="1" colspan="1">Outcome</th><th align="center" valign="middle" rowspan="1" colspan="1">RR</th><th align="center" valign="middle" rowspan="1" colspan="1">99% C.I.</th><th align="center" valign="middle" rowspan="1" colspan="1">Z</th><th align="center" valign="middle" rowspan="1" colspan="1">p-value</th></tr></thead><tbody><tr><td align="center" valign="middle" rowspan="1" colspan="1">Fewer than Recommended Number of Prenatal Care Visits</td><td align="center" valign="middle" rowspan="1" colspan="1">1.06</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.032, 1.080]</td><td align="center" valign="middle" rowspan="1" colspan="1">6.08</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">Late Initiation of Prenatal Care</td><td align="center" valign="middle" rowspan="1" colspan="1">1.36</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.334, 1.394]</td><td align="center" valign="middle" rowspan="1" colspan="1">36.63</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">No Prenatal Care</td><td align="center" valign="middle" rowspan="1" colspan="1">1.72</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.590, 1.865]</td><td align="center" valign="middle" rowspan="1" colspan="1">17.57</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td></tr></tbody></table><table-wrap-foot><fn id="TFN1"><p id="P36">Notes: Adjusted for year, state of residence, nativity, race/ethnicity, urbanicity (RUCC), maternal age, education, and birth order. Risk ratio (RR) calculated as Medicaid/Private. Sample size for analysis of 28,120,391.</p></fn></table-wrap-foot></table-wrap><table-wrap position="float" id="T3"><label>Table 3:</label><caption><p id="P37">Effects of Medicaid, within each racial/ethnic group, on prenatal care utilization presented as risk ratios (RR) with 99% confidence intervals (CI)</p></caption><table frame="hsides" rules="groups"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th align="left" valign="middle" rowspan="1" colspan="1"/><th align="center" valign="middle" rowspan="1" colspan="1">AIAN</th><th align="center" valign="middle" rowspan="1" colspan="1">Asian</th><th align="center" valign="middle" rowspan="1" colspan="1">Black</th><th align="center" valign="middle" rowspan="1" colspan="1">Hispanic</th><th align="center" valign="middle" rowspan="1" colspan="1">Multiracial</th><th align="center" valign="middle" rowspan="1" colspan="1">NHPI</th><th align="center" valign="middle" rowspan="1" colspan="1">White</th></tr></thead><tbody><tr><th colspan="8" align="left" valign="middle" rowspan="1">Fewer than Recommended Number of Prenatal Care Visits</th></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">RR</td><td align="center" valign="middle" rowspan="1" colspan="1">1.19</td><td align="center" valign="middle" rowspan="1" colspan="1">1.12</td><td align="center" valign="middle" rowspan="1" colspan="1">1.21</td><td align="center" valign="middle" rowspan="1" colspan="1">1.06</td><td align="center" valign="middle" rowspan="1" colspan="1">1.18</td><td align="center" valign="middle" rowspan="1" colspan="1">1.21</td><td align="center" valign="middle" rowspan="1" colspan="1">1.23</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">99% C.I.</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.163, 1.227]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.093, 1.138]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.192, 1.229]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.032, 1.080]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.154, 1.202]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.182, 1.242]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.208, 1.244]</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">p-value</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td></tr><tr><th colspan="8" align="left" valign="middle" rowspan="1">Late Initiation of Prenatal Care</th></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">RR</td><td align="center" valign="middle" rowspan="1" colspan="1">1.27</td><td align="center" valign="middle" rowspan="1" colspan="1">1.72</td><td align="center" valign="middle" rowspan="1" colspan="1">1.31</td><td align="center" valign="middle" rowspan="1" colspan="1">1.36</td><td align="center" valign="middle" rowspan="1" colspan="1">1.46</td><td align="center" valign="middle" rowspan="1" colspan="1">1.47</td><td align="center" valign="middle" rowspan="1" colspan="1">1.67</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">99% C.I.</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.228, 1.307]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.678, 1.760]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.291, 1.329]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.334, 1.394]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.428, 1.487]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.425, 1.516]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.639, 1.696]</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">p-value</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td></tr><tr><th colspan="8" align="left" valign="middle" rowspan="1">No Prenatal Care</th></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">RR</td><td align="center" valign="middle" rowspan="1" colspan="1">1.32</td><td align="center" valign="middle" rowspan="1" colspan="1">2.05</td><td align="center" valign="middle" rowspan="1" colspan="1">1.69</td><td align="center" valign="middle" rowspan="1" colspan="1">1.72</td><td align="center" valign="middle" rowspan="1" colspan="1">2.18</td><td align="center" valign="middle" rowspan="1" colspan="1">2.24</td><td align="center" valign="middle" rowspan="1" colspan="1">2.69</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">99% C.I.</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.174, 1.495]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.839, 2.296]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.588, 1.805]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.590, 1.865]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.981, 2.406]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.930, 2.599]</td><td align="center" valign="middle" rowspan="1" colspan="1">[2.538, 2.846]</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">p-value</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td></tr></tbody></table><table-wrap-foot><fn id="TFN2"><p id="P38">Note: Adjusted for year, state of residence, nativity, urbanicity (RUCC), maternal age, education, and birth order. Risk ratio (RR) calculated as Medicaid/Private. Sample size for analysis of 28,120,391.</p></fn></table-wrap-foot></table-wrap><table-wrap position="float" id="T4"><label>Table 4:</label><caption><p id="P39">Effect of race on prenatal care utilization presented as risk ratios (RR) with 99% confidence intervals (CI)</p></caption><table frame="hsides" rules="groups"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th align="left" valign="middle" rowspan="1" colspan="1"/><th align="center" valign="middle" rowspan="1" colspan="1">AIAN</th><th align="center" valign="middle" rowspan="1" colspan="1">Asian</th><th align="center" valign="middle" rowspan="1" colspan="1">Black</th><th align="center" valign="middle" rowspan="1" colspan="1">Hispanic</th><th align="center" valign="middle" rowspan="1" colspan="1">Multiracial</th><th align="center" valign="middle" rowspan="1" colspan="1">NHPI</th></tr></thead><tbody><tr><th colspan="7" align="left" valign="middle" rowspan="1">Fewer than Recommended Number of Prenatal Care Visits</th></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">RR</td><td align="center" valign="middle" rowspan="1" colspan="1">1.27</td><td align="center" valign="middle" rowspan="1" colspan="1">1.02</td><td align="center" valign="middle" rowspan="1" colspan="1">1.14</td><td align="center" valign="middle" rowspan="1" colspan="1">0.97</td><td align="center" valign="middle" rowspan="1" colspan="1">1.08</td><td align="center" valign="middle" rowspan="1" colspan="1">1.40</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">99% C.I.</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.254, 1.294]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.003, 1.037]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.135, 1.155]</td><td align="center" valign="middle" rowspan="1" colspan="1">[0.958, 0.979]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.070, 1.090]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.372, 1.421]</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">p-value</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">0.002</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td></tr><tr><th colspan="7" align="left" valign="middle" rowspan="1">Late Initiation of Prenatal Care</th></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">RR</td><td align="center" valign="middle" rowspan="1" colspan="1">1.31</td><td align="center" valign="middle" rowspan="1" colspan="1">1.13</td><td align="center" valign="middle" rowspan="1" colspan="1">1.20</td><td align="center" valign="middle" rowspan="1" colspan="1">0.97</td><td align="center" valign="middle" rowspan="1" colspan="1">1.10</td><td align="center" valign="middle" rowspan="1" colspan="1">1.64</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">99% C.I.</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.283, 1.330]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.115, 1.149]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.187, 1.210]</td><td align="center" valign="middle" rowspan="1" colspan="1">[0.960, 0.985]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.088, 1.114]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.614, 1.676]</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">p-value</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td></tr><tr><th colspan="7" align="left" valign="middle" rowspan="1">No Prenatal Care</th></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">RR</td><td align="center" valign="middle" rowspan="1" colspan="1">1.82</td><td align="center" valign="middle" rowspan="1" colspan="1">0.95</td><td align="center" valign="middle" rowspan="1" colspan="1">1.41</td><td align="center" valign="middle" rowspan="1" colspan="1">0.89</td><td align="center" valign="middle" rowspan="1" colspan="1">1.16</td><td align="center" valign="middle" rowspan="1" colspan="1">2.15</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">99% C.I.</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.706, 1.949]</td><td align="center" valign="middle" rowspan="1" colspan="1">[0.880, 1.016]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.353, 1.467]</td><td align="center" valign="middle" rowspan="1" colspan="1">[0.840, 0.932]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.100, 1.224]</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.967, 2.343]</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">p-value</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">0.046</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td></tr></tbody></table><table-wrap-foot><fn id="TFN3"><p id="P40">Note: White as reference group. Adjusted for year, state of residence, nativity, urbanicity (RUCC), payer, maternal age, education, and birth order. Sample size for analysis of 28,120,391.</p></fn></table-wrap-foot></table-wrap><table-wrap position="float" id="T5"><label>Table 5:</label><caption><p id="P41">Effects of urban versus rural residence (urban/rural) on prenatal care utilization presented as risk ratios (RR) with 99% confidence intervals (CI)</p></caption><table frame="hsides" rules="groups"><colgroup span="1"><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/><col align="left" valign="middle" span="1"/></colgroup><thead><tr><th align="center" valign="middle" rowspan="1" colspan="1">Outcome</th><th align="center" valign="middle" rowspan="1" colspan="1">RR</th><th align="center" valign="middle" rowspan="1" colspan="1">99% C.I.</th><th align="center" valign="middle" rowspan="1" colspan="1">Z</th><th align="center" valign="middle" rowspan="1" colspan="1">p-value</th></tr></thead><tbody><tr><td align="center" valign="middle" rowspan="1" colspan="1">Fewer than Recommended Number of Prenatal Care Visits</td><td align="center" valign="middle" rowspan="1" colspan="1">1.02</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.018, 1.031]</td><td align="center" valign="middle" rowspan="1" colspan="1">9.86</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">Late Initiation of Prenatal Care</td><td align="center" valign="middle" rowspan="1" colspan="1">1.04</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.029, 1.043]</td><td align="center" valign="middle" rowspan="1" colspan="1">12.72</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td></tr><tr><td align="center" valign="middle" rowspan="1" colspan="1">No Prenatal Care</td><td align="center" valign="middle" rowspan="1" colspan="1">1.51</td><td align="center" valign="middle" rowspan="1" colspan="1">[1.452, 1.567]</td><td align="center" valign="middle" rowspan="1" colspan="1">27.77</td><td align="center" valign="middle" rowspan="1" colspan="1">&#x0003c;0.001</td></tr></tbody></table><table-wrap-foot><fn id="TFN4"><p id="P42">Notes: Adjusted for year, state of residence, race, nativity, maternal age, education, payer, and birth order. Risk ratio (RR) calculated as urban/rural. Sample size for analysis of 28,120,391.</p></fn></table-wrap-foot></table-wrap><boxed-text id="BX1" position="float"><caption><title>Significance Statement</title></caption><sec id="S16"><title>What is already known on this subject:</title><p id="P43">Early and adequate prenatal care utilization is known to improve health outcomes for both women and infants. Some minoritized groups have inadequate utilization prenatal care, which may perpetuate disparities in maternal and child health outcomes.</p></sec><sec id="S17"><title>What this study adds:</title><p id="P44">NHPI women had more than twice the risk of late initiation of prenatal care or no prenatal care and 50% higher risk of having fewer than the recommended number of visits. AIAN women similarly had more than twice the risk of no prenatal care and 50% higher risk of having late initiation of prenatal care. Although prior literature has documented disparities in prenatal care utilization in other minoritized populations, our study provides new information documenting disparities in prenatal care utilization among NHPI and AIAN women.</p></sec></boxed-text></floats-group></article>