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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2025.1598851</article-id><article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading"><subject>Original Research</subject></subj-group>
</article-categories>
<title-group>
<article-title>The impact of postpartum anemia on cognitive function: a study using 3D video game-based assessment of reaction times in women</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Cajas-Cerna</surname>
<given-names>Shao Patricia</given-names>
</name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Portilla-Fern&#x00E1;ndez</surname>
<given-names>Jos&#x00E9; Antonio</given-names>
</name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
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<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="visualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/visualization/">Visualization</role>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Mugruza-Vassallo</surname>
<given-names>Carlos Andr&#x00E9;s</given-names>
</name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<xref ref-type="author-notes" rid="fn0001"><sup>&#x2020;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/545380"/>
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<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="visualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/visualization/">Visualization</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="conceptualization" vocab-term-identifier="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
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<aff id="aff1"><label>1</label><institution>San Juan Bautista Private University</institution>, <city>Lima</city>, <country>Peru</country></aff>
<aff id="aff2"><label>2</label><institution>University of Dundee, Division of Arts and Science, School of Arts and Science</institution>, <city>Dundee</city>, <country>United Kingdom</country></aff>
<aff id="aff3"><label>3</label><institution>Grupo de Investigaci&#x00F3;n en Computaci&#x00F3;n y Neurociencia Cognitiva, Universidad Tecnol&#x00F3;gica de Lima Sur (UNTELS)</institution>, <city>Lima</city>, <country>Peru</country></aff>
<author-notes><corresp id="c001"><label>&#x002A;</label>Correspondence: Carlos Andr&#x00E9;s Mugruza-Vassallo, <email xlink:href="mailto:cmugruza@yahoo.com">cmugruza@yahoo.com</email></corresp><fn fn-type="other" id="fn0001"><label>&#x2020;</label><p>ORCID: Shao Patricia Cajas-Cerna, <uri xlink:href="https://orcid.org/0000-0001-7506-3397">orcid.org/0000-0001-7506-3397</uri>; Carlos Andr&#x00E9;s Mugruza-Vassallo, <uri xlink:href="https://orcid.org/0000-0002-9262-7198">orcid.org/0000-0002-9262-7198</uri></p></fn></author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-11-20">
<day>20</day>
<month>11</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>16</volume>
<elocation-id>1598851</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>03</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Cajas-Cerna, Portilla-Fern&#x00E1;ndez and Mugruza-Vassallo.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Cajas-Cerna, Portilla-Fern&#x00E1;ndez and Mugruza-Vassallo</copyright-holder>
<license><ali:license_ref start_date="2025-11-20">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://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.</license-p>
</license>
</permissions>
<abstract>
<sec id="sec1">
<title>Objective</title>
<p>To determine the visual and risk factors associated with postpartum anemia in women treated at Sergio Bernales Hospital, Peru, in 2022, and to evaluate the long-term cognitive impact of anemia in 2025.</p>
</sec>
<sec id="sec2">
<title>Methodology</title>
<p>An observational, cross-sectional, and correlational study was conducted. Data were collected from 184 medical records of postpartum women. Cognitive function was assessed after nearly three years in 30 postpartum women using a 3D video game based on selective attention and for discussion multitasking paradigms. Statistical analysis included chi-square tests and odds ratios (OR) for medical records, and ANOVA for visual attention.</p>
</sec>
<sec id="sec3">
<title>Results</title>
<p>Clinical factors such as cesarean delivery (OR&#x202F;=&#x202F;3.320), uterine atony (OR&#x202F;=&#x202F;6.120), lack of prenatal care (OR&#x202F;=&#x202F;9.117), obesity (OR&#x202F;=&#x202F;7.120), short interpregnancy interval (&#x003C;3&#x202F;years, OR&#x202F;=&#x202F;9.720), and preterm gestational age (OR&#x202F;=&#x202F;4.530) were strongly associated with postpartum anemia. Cognitive testing revealed significant differences in reaction times between women with and without anemia (Game 1: <italic>p</italic>&#x202F;=&#x202F;0.014; Game 2: <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), indicating a long-term impact on selective attention and multitasking abilities.</p>
</sec>
<sec id="sec4">
<title>Conclusion</title>
<p>Risk factors for postpartum anemia include cesarean delivery, uterine atony, lack of prenatal care, obesity, intergenesic period &#x003C;3&#x202F;years, and preterm gestational age. Cognitive testing nearly three years postpartum in 3D videogames showed significant differences in reaction times, suggesting a long-term impact on cognitive health. More studies are needed to study plasticity and long-term anemia impact.</p>
</sec>
</abstract>
<kwd-group>
<kwd>anemia</kwd>
<kwd>postpartum</kwd>
<kwd>selective attention</kwd>
<kwd>cognitive function</kwd>
<kwd>multitasking</kwd>
<kwd>ICT</kwd>
<kwd>video game</kwd>
<kwd>long-term studies</kwd>
</kwd-group><funding-group><funding-statement>The author(s) declare that no financial support was received for the research and/or publication of this article.</funding-statement></funding-group>
<counts>
<fig-count count="2"/>
<table-count count="4"/>
<equation-count count="1"/>
<ref-count count="51"/>
<page-count count="9"/>
<word-count count="6769"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Cognitive Science</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec5">
<title>Introduction</title>
<p>Postpartum anemia is a significant public health issue affecting both mothers and infants globally. According to the World Health Organization (WHO), 26.8% of the global population suffers from anemia, with pregnant women being particularly vulnerable, with a prevalence of 35.5% (<xref ref-type="bibr" rid="ref42">World Health Organization, 2025</xref>). The prevalence of anemia among postpartum women is alarmingly high in some countries since seminal work of <xref ref-type="bibr" rid="ref37">Taylor et al. (1981)</xref>, with studies indicating rates as high as 69% in Ethiopia (<xref ref-type="bibr" rid="ref23">Lakew et al., 2024</xref>), 17.8&#x2013;45.4% in Peru (<xref ref-type="bibr" rid="ref16">Hern&#x00E1;ndez-V&#x00E1;squez et al., 2017</xref>), 32.7% in China (<xref ref-type="bibr" rid="ref44">Zhao et al., 2019</xref>), 29% in Spain (<xref ref-type="bibr" rid="ref25">Medina Garrido et al., 2018</xref>), and 22% in Germany (<xref ref-type="bibr" rid="ref4">Bergmann et al., 2010</xref>). This condition can lead to significant maternal complications, including fatigue, cognitive impairment, and increased risk of postpartum depression, while also adversely affecting neonatal outcomes such as low birth weight (<xref ref-type="bibr" rid="ref14">Habtamu et al., 2025</xref>; <xref ref-type="bibr" rid="ref9001">Abioye and Fawzi, 2024</xref>) as well as developmental delays (<xref ref-type="bibr" rid="ref22">Kruger and M&#x00E9;ndez, 2021</xref>). A systematic review and meta-analysis by <xref ref-type="bibr" rid="ref20">Kang et al. (2020)</xref> found that anemia is significantly associated with an increased risk of maternal depression (OR/RR: 1.53, 95% CI: 1.32&#x2013;1.78), highlighting the importance of addressing anemia to improve both physical and mental health outcomes in postpartum women.</p>
<p>Anemia is linked to cognitive impairments due to chronic hypoxia, affecting attention and executive functions (<xref ref-type="bibr" rid="ref1">Agrawal et al., 2019</xref>). A study found a significant correlation between low hemoglobin levels and decreased cognitive performance, as measured by the Mini-Mental Status Examination (MMSE) (<xref ref-type="bibr" rid="ref1">Agrawal et al., 2019</xref>). Furthermore, <xref ref-type="bibr" rid="ref12">Greig et al. (2013)</xref> demonstrated that iron deficiency in women of childbearing age negatively impacts cognition, mental health, and fatigue, with iron supplementation improving cognitive performance in several studies. Also, <xref ref-type="bibr" rid="ref24">Lalitha et al. (2024)</xref> demonstrated that pregnant women with anemia exhibit significantly longer reaction times (RTs) compared to non-anemic pregnant women, highlighting the direct impact of anemia on cognitive function during pregnancy. These findings underscore the importance of addressing iron deficiency to improve both cognitive and mental health outcomes.</p>
<p>During pregnancy, anemia-induced hypoxia reduces cerebral oxygen delivery in the mature maternal brain, impairing neuronal metabolism and synaptic plasticity, particularly in attention-related prefrontal regions. Animal studies using chronic intermittent hypoxia models in adult rats demonstrate reduced dendritic spine density, altered synaptic ultrastructure, and impaired long-term potentiation (LTP) in the prefrontal cortex and hippocampus, correlating with deficits in attention and working memory (<xref ref-type="bibr" rid="ref11">Gozal et al., 2001</xref>; <xref ref-type="bibr" rid="ref32">Payne et al., 2004</xref>; <xref ref-type="bibr" rid="ref43">Xie and Yung, 2012</xref>). This suggests that hypoxia disrupts synaptic signaling and plasticity in prefrontal cortical neurons not only in newborns (<xref ref-type="bibr" rid="ref41">Wang et al., 2021</xref>) but also in mothers, potentially contributing to cognitive impairments. However, direct evidence in mothers remains limited.</p>
<p>Although human data are sparse, clinical studies report that anemic pregnant women exhibit slower reaction times (<xref ref-type="bibr" rid="ref24">Lalitha et al., 2024</xref>) and executive dysfunction consistent with hypoxia-induced prefrontal cortical impairment. Furthermore, anemia during pregnancy is linked to increased oxidative stress and inflammation, which may exacerbate neural dysfunction; prophylactic iron supplementation in nonanemic pregnant women can increase oxidative stress, whereas in anemic women, it improves hematological status and reduces inflammation without worsening oxidative stress (<xref ref-type="bibr" rid="ref35">Rajendran et al., 2022</xref>).</p>
<p>Moderate hypoxia negatively impacts selective attention, particularly in complex cognitive tasks and gamified cognitive assessments have been proposed as effective tools to measure cognitive function under hypoxic conditions (<xref ref-type="bibr" rid="ref17">Hite et al., 2022</xref>). Maternal iron levels have been shown to influence infant cognitive outcomes, suggesting a link between maternal health and cognitive function in offspring (<xref ref-type="bibr" rid="ref38">Thomas et al., 2017</xref>). Furthermore, maternal iron deficiency anemia has been shown to negatively impact postpartum emotional and cognitive functioning, with iron supplementation improving depression, stress, and cognitive performance in affected mothers (<xref ref-type="bibr" rid="ref3">Beard et al., 2005</xref>).</p>
<p>On the other hand, research indicates that visual stimuli in 3D environments can enhance cognitive assessments, providing insights into reaction times and attention (<xref ref-type="bibr" rid="ref19">Kamali-Ardekani et al., 2022</xref>; <xref ref-type="bibr" rid="ref38">Thomas et al., 2017</xref>). Cognitive function, particularly selective attention, plays a crucial role in postpartum recovery. Selective attention refers to the ability to focus on specific stimuli while ignoring others, a process that can be impaired by anemia due to chronic cerebral hypoxia [study case in <xref ref-type="bibr" rid="ref9">Garc&#x00ED;a et al., 2017</xref>]. Selective attention mechanisms are commonly probed using the Posner paradigm, where participants respond to cued (valid/invalid) or uncued targets to measure attentional orienting efficiency (<xref ref-type="bibr" rid="ref34">Posner et al., 1980</xref>). The neural basis of spatial cognition is deeply tied to environmental geometry. Seminal work by <xref ref-type="bibr" rid="ref31">O'Keefe and Burgess (1996)</xref> demonstrated that hippocampal place cells encode location through geometric boundaries, creating cognitive maps sensitive to the shape of the environment. This aligns with evidence that humans use visual landmarks and boundary proximity to orient themselves (<xref ref-type="bibr" rid="ref15">Hartley et al., 2004</xref>). While our 3D video game assesses RTs in a dynamic environment, it shares conceptual overlap with Posner-like attentional demands, particularly in disengaging and shifting focus amid distractors.</p>
<p>Recent studies have explored the impact of visual stimuli on cognitive function, particularly in 3D environments, using video games to measure reaction times (RT) as an indicator of cognitive response(<xref ref-type="bibr" rid="ref39">Torres-Tejada et al., 2020</xref>). <xref ref-type="bibr" rid="ref39">Torres-Tejada et al. (2020)</xref> made a video game designed to evaluate and enhance selective attention measures using 3D stimuli presented on a 2D screen. The game leverages the principles of selective attention, where participants process visual stimuli before making decisions. For instance, <xref ref-type="bibr" rid="ref36">Takahashi et al. (2024)</xref> demonstrated that a 3D action puzzle video game could effectively assess executive functions in children and adolescents with ADHD, providing a convenient and ecologically valid alternative to traditional neuropsychological tests.</p>
<p>The integration of Information and Communication Technologies (ICT) in healthcare has opened new avenues for understanding cognitive impairments. For instance, <xref ref-type="bibr" rid="ref27">Mugruza-Vassallo et al. (2022)</xref> demonstrated how different Markov chains modulate visual stimuli processing in 2D, 3D, and augmented reality environments, highlighting the potential of ICT in cognitive assessment. Similarly, <xref ref-type="bibr" rid="ref28">Mugruza-Vassallo and Mi&#x00F1;ano-Suarez (2016)</xref> emphasized the role of ICT in enhancing productivity and innovation in healthcare, particularly in developing regions like South America. Therefore anemia after pregnancy may impact, not only health, but also society around women.</p>
<p>This study aims to identify the risk factors associated with postpartum anemia and explore the impact of selective attention on cognitive function using 3D video games. By analyzing both clinical and visual factors, this research seeks to provide a comprehensive understanding of postpartum anemia and its long-term cognitive effects.</p>
</sec>
<sec sec-type="methods" id="sec6">
<title>Methods</title>
<sec id="sec7">
<title>Study design</title>
<p>This study employed an observational, cross-sectional, and correlational design. Data were collected from 184 medical records of postpartum women treated at Sergio Bernales Hospital in 2022 (ethics under Ethics Certificate 1,208-2023-CIEI-UPSJB). Cognitive function was assessed after nearly three years (ethics under Ethics Certificate 0353-2025-CIEI-UPSJB) using a 3D video game based on selective attention (<xref ref-type="bibr" rid="ref39">Torres-Tejada et al., 2020</xref>) and multitasking paradigms (<xref ref-type="bibr" rid="ref29">Mugruza-Vassallo et al., 2021</xref>). Statistical analysis included chi-square tests, odds ratios (OR), and ANOVA.</p>
</sec>
<sec id="sec8">
<title>Participants</title>
<p>The study population consisted of postpartum women diagnosed with anemia and treated at the Department of Gynecology and Obstetrics at Sergio Bernales Hospital in Peru between February and December 2022. A sample of 184 women was selected using probabilistic random sampling. For cognitive testing, 15 women with anemia and 15 without anemia were assessed in 2025. The Hospital Nacional Sergio Bernales, located in Lima, Peru, serves a population of approximately 2.3 million people, making it a critical center for studying postpartum anemia in the region.</p>
</sec>
<sec id="sec9">
<title>Data collection</title>
<p>Clinical and gynecological data were collected via standardized forms extracting information from medical records. Variables included sociodemographic factors (age, residence, occupation, education, income), clinical factors (cesarean delivery, uterine atony, prenatal care, parity, body mass index), and obstetric factors (interpregnancy interval, gestational age).</p>
<p>Cognitive function was assessed using a Unity 3D-based 3D video game (<xref ref-type="bibr" rid="ref39">Torres-Tejada et al., 2020</xref>) using visual warning cues (<xref ref-type="bibr" rid="ref34">Posner et al., 1980</xref>), which measured reaction times to visual stimuli and multitasking performance (see <xref ref-type="fig" rid="fig1">Figure 1</xref>). Two distinct 3D games evaluated cognitive function in participants with and without anemia. Game Design:</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>3D video game on a 2D screen for selective attention. Taken and Inspired by the research of <xref ref-type="bibr" rid="ref39">Torres-Tejada et al. (2020)</xref>.</p>
</caption>
<graphic xlink:href="fpsyg-16-1598851-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">A series of eight images shows a player running and encountering various cartoon-like creatures in a desert landscape. Each image has an arrow indicating direction as in Posner's paradigm (see red circles). Top row: two images show upward arrows pointing toward a fish-like creature and a bat. Second row: downward arrows toward a robot and a ghost. Third row: left arrow toward a yellow creature, another left arrow toward a ghostly figure. Fourth row: right arrow toward a green blob and a right arrow toward a ghostly figure.</alt-text>
</graphic>
</fig>
<disp-quote>
<p>First game: Stimulus scaling was derived from a similarity ratio (<xref ref-type="disp-formula" rid="EQ1">Equation 1</xref>) using a focal point, stimulus height, and distances between the stimulus and focal point. A proportionality rule (<xref ref-type="disp-formula" rid="EQ1">Equation 1</xref>) was applied to calculate stimulus scaling in Unity.</p>
</disp-quote>
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<p>Second game: Stimulus sizes were adapted from the original 2D game using direct 2D-to-3D proportionality ratios. Default stimulus sizes were used to determine scaling via a simple proportionality rule in Unity, i.e., stimulus size in the top right of <xref ref-type="fig" rid="fig1">Figure 1</xref> appears bigger than stimulus size in top left.</p>
</disp-quote>
</sec>
<sec id="sec10">
<title>Statistical analysis</title>
<p>Descriptive statistics were used to summarize the data. Chi-square tests and odds ratios were used to assess associations between risk factors and postpartum anemia. To compare the reaction times between participants in the &#x201C;WITH&#x201D; (&#x201C;CON&#x201D;) and &#x201C;WITHOUT&#x201D; (&#x201C;SIN&#x201D;) anemia groups, a one-way analysis of variance (ANOVA) was conducted. The ANOVA was performed using the f_oneway function from the scipy.stats module in Python. This statistical test was chosen to determine if there were significant differences in reaction times (Tiempo) between the two groups at both videogames, followed by one-way ANOVAs for <italic>post hoc</italic> group comparisons. Assumptions of homogeneity of variance were confirmed via Levene&#x2019;s test (<italic>p</italic>&#x202F;=&#x202F;0.646).</p>
<p>A two-way ANOVA (<italic>&#x03B1;</italic>&#x202F;=&#x202F;0.05) assessed main effects (Game Type and Anemia Condition) and interaction.</p>
<p><xref ref-type="table" rid="tab1">Table 1</xref> summarizes the sociodemographic characteristics of postpartum women treated at Sergio Bernales Hospital in 2022, highlighting the prevalence of postpartum anemia across different categories such as age, residence, employment status, education level, and household income.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Sociodemographic characteristics of postpartum women treated at Sergio Bernales Hospital in 2022.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Characteristic</th>
<th align="center" valign="top">Postpartum anemia (%)</th>
<th align="center" valign="top">No anemia (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="3">Patient age</td>
</tr>
<tr>
<td align="left" valign="top">20&#x2013;30&#x202F;years</td>
<td align="center" valign="top">88.9</td>
<td align="center" valign="top">11.1</td>
</tr>
<tr>
<td align="left" valign="top">30&#x2013;40&#x202F;years</td>
<td align="center" valign="top">85.5</td>
<td align="center" valign="top">14.5</td>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Patient residence</td>
</tr>
<tr>
<td align="left" valign="top">Comas</td>
<td align="center" valign="top">88.2</td>
<td align="center" valign="top">11.8</td>
</tr>
<tr>
<td align="left" valign="top">Carabayllo</td>
<td align="center" valign="top">85.4</td>
<td align="center" valign="top">14.6</td>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Employment during pregnancy</td>
</tr>
<tr>
<td align="left" valign="top">Worked</td>
<td align="center" valign="top">86.7</td>
<td align="center" valign="top">13.3</td>
</tr>
<tr>
<td align="left" valign="top">Did not work</td>
<td align="center" valign="top">88.6</td>
<td align="center" valign="top">11.4</td>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Educational level</td>
</tr>
<tr>
<td align="left" valign="top">Completed primary education</td>
<td align="center" valign="top">90.3</td>
<td align="center" valign="top">9.7</td>
</tr>
<tr>
<td align="left" valign="top">Completed secondary education</td>
<td align="center" valign="top">83.3</td>
<td align="center" valign="top">16.7</td>
</tr>
<tr>
<td align="left" valign="top">Higher education</td>
<td align="center" valign="top">85.7</td>
<td align="center" valign="top">14.3</td>
</tr>
<tr>
<td align="left" valign="top" colspan="3">Approximate monthly household income</td>
</tr>
<tr>
<td align="left" valign="top">Below minimum wage (&#x003C;1,000)</td>
<td align="center" valign="top">89.1</td>
<td align="center" valign="top">10.9</td>
</tr>
<tr>
<td align="left" valign="top">Above minimum wage (&#x003E;1,000)</td>
<td align="center" valign="top">55.6</td>
<td align="center" valign="top">44.4</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="results" id="sec11">
<title>Results</title>
<sec id="sec12">
<title>Risk factors associated with postpartum anemia in women</title>
<p>The analysis identified several significant risk factors for postpartum anemia, as summarized in <xref ref-type="table" rid="tab1">Table 1</xref>. Cesarean delivery was associated with a 3.32-fold increased risk (OR&#x202F;=&#x202F;3.320, <italic>p</italic>&#x202F;=&#x202F;0.048), while uterine atony showed a 6.12-fold increased risk (OR&#x202F;=&#x202F;6.120, <italic>p</italic>&#x202F;=&#x202F;0.032). Lack of prenatal care had the strongest association, with a 9.12-fold increased risk (OR&#x202F;=&#x202F;9.117, <italic>p</italic>&#x202F;=&#x202F;0.004). Obesity (OR&#x202F;=&#x202F;7.120, <italic>p</italic>&#x202F;=&#x202F;0.003), an intergenesic period of less than 3&#x202F;years (OR&#x202F;=&#x202F;9.720, <italic>p</italic>&#x202F;=&#x202F;0.025), and preterm gestational age (OR&#x202F;=&#x202F;4.530, <italic>p</italic>&#x202F;=&#x202F;0.015) were also significant risk factors (<xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Clinical and gynecological characteristics of postpartum women with anemia.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th colspan="2"></th>
<th align="center" valign="top">Anemia postpartum <italic>N</italic> (%)</th>
<th align="center" valign="top"><italic>F</italic> (%)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" colspan="4">Clinical characteristics</td>
</tr>
<tr>
<td colspan="4">Cesarean section</td>
<td colspan="2">Yes</td>
<td align="center" valign="top">100</td>
<td align="center" valign="top">0</td>
<td colspan="2">No</td>
<td align="center" valign="top">0</td>
<td align="center" valign="top">100</td>
<td colspan="4">Uterine atony</td>
<td colspan="2">Yes</td>
<td align="center" valign="top">88.9</td>
<td align="center" valign="top">11.1</td>
<td colspan="2">No</td>
<td align="center" valign="top">85.5</td>
<td align="center" valign="top">14.5</td>
<td colspan="4">Prenatal care</td>
<td colspan="2">Yes</td>
<td align="center" valign="top">88.9</td>
<td align="center" valign="top">11.1</td>
<td colspan="2">No</td>
<td align="center" valign="top">85.5</td>
<td align="center" valign="top">14.5</td>
<td colspan="4">Number of children</td>
<td colspan="2">1&#x2013;2 children</td>
<td align="center" valign="top">90.5</td>
<td align="center" valign="top">9.5</td>
<td colspan="2">3&#x2013;4 children</td>
<td align="center" valign="top">86</td>
<td align="center" valign="top">14</td>
<td colspan="2">First child</td>
<td align="center" valign="top">84.9</td>
<td align="center" valign="top">15.1</td>
<td colspan="2">BMI</td>
<td/>
<td/>
<td colspan="2">Thin</td>
<td align="center" valign="top">91.8</td>
<td align="center" valign="top">8.2</td>
<td colspan="2">Overweight</td>
<td align="center" valign="top">88.5</td>
<td align="center" valign="top">11.5</td>
<td colspan="2">Obesity</td>
<td align="center" valign="top">81.4</td>
<td align="center" valign="top">18.6</td>
</tr>
<tr>
<td align="left" valign="top" colspan="4">Gynecological characteristics</td>
</tr>
<tr>
<td colspan="4">Interpregnancy interval</td>
<td colspan="2">&#x003C;3&#x202F;years</td>
<td align="center" valign="top">88.9</td>
<td align="center" valign="top">11.1</td>
<td colspan="2">&#x003E;3&#x202F;years</td>
<td align="center" valign="top">85.5</td>
<td align="center" valign="top">14.5</td>
<td colspan="4">Gestational age</td>
<td colspan="2">Preterm (&#x003C;37&#x202F;weeks)</td>
<td align="center" valign="top">88.9</td>
<td align="center" valign="top">11.1</td>
<td colspan="2">Term (&#x003E;37&#x202F;weeks)</td>
<td align="center" valign="top">85.5</td>
<td align="center" valign="top">14.5</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>These findings highlight the multifactorial nature of postpartum anemia and underscore the importance of addressing these risk factors to reduce its prevalence. Interventions such as improved prenatal care, nutritional support, and optimal birth spacing could play a crucial role in reducing the burden of postpartum anemia and its associated complications.</p>
<list list-type="bullet">
<list-item>
<p>Cesarean delivery (OR&#x202F;=&#x202F;3.320, <italic>p</italic> =&#x202F;0.048).</p>
</list-item>
<list-item>
<p>Uterine atony (OR&#x202F;=&#x202F;6.120, <italic>p</italic> =&#x202F;0.032).</p>
</list-item>
<list-item>
<p>Lack of prenatal care (OR&#x202F;=&#x202F;9.117, <italic>p</italic> =&#x202F;0.004).</p>
</list-item>
<list-item>
<p>Obesity (OR&#x202F;=&#x202F;7.120, <italic>p</italic> =&#x202F;0.003).</p>
</list-item>
<list-item>
<p>Intergenesic period &#x003C;3&#x202F;years (OR&#x202F;=&#x202F;9.720, <italic>p</italic> =&#x202F;0.025).</p>
</list-item>
<list-item>
<p>Preterm gestational age (OR&#x202F;=&#x202F;4.530, <italic>p</italic> =&#x202F;0.015).</p>
</list-item>
</list>
</sec>
<sec id="sec13">
<title>3D visual attention in postpartum anemia on women</title>
<sec id="sec14">
<title>Homogeneity of variances</title>
<p>Levene&#x2019;s test did not reject homogeneity of variances (<italic>p</italic>&#x202F;=&#x202F;0.647), satisfying ANOVA assumptions.</p>
</sec>
<sec id="sec15">
<title>ANOVA results for &#x201C;3D with size 2D with formula_Data&#x201D;</title>
<p>The results of the one-way ANOVA comparing reaction times between the &#x201C;CON&#x201D; and &#x201C;SIN&#x201D; groups in the dataset &#x201C;3D with size 2D with formula_Data&#x201D; are presented in <xref ref-type="table" rid="tab3">Table 3</xref>. The ANOVA yielded a significant difference in F-statistic of <bold>6.055</bold> and a <italic>p</italic>-value of <bold>0.014</bold>.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>One-way ANOVA for reaction times between postpartum anemia and non-anemia groups in dataset of the 3D videogames in 2025.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">ANOVA</th>
<th align="center" valign="top" colspan="2">Reaction times</th>
</tr>
<tr>
<th/>
<th align="center" valign="top"><italic>F</italic></th>
<th align="center" valign="top"><italic>p</italic></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Game 1: 3D with size 2D with formula</td>
<td align="center" valign="top">6.055</td>
<td align="center" valign="top">0.014</td>
</tr>
<tr>
<td align="left" valign="top">Game 2: 3D with size 2D without formula</td>
<td align="center" valign="top">14.503</td>
<td align="center" valign="top">0.001</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec16">
<title>ANOVA results for &#x201C;3D with size 2D without formula_Data&#x201D;</title>
<p>The results of the one-way ANOVA comparing reaction times between the &#x201C;CON&#x201D; and &#x201C;SIN&#x201D; groups in the dataset &#x201C;3D with size 2D without formula_Data&#x201D; are presented in <xref ref-type="table" rid="tab3">Table 3</xref>. The ANOVA yielded a significant difference in F-statistic of <bold>14.503</bold> and a p-value of <bold>0.000145 (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001)</bold>.</p>
</sec>
<sec id="sec17">
<title>Two-way ANOVA</title>
<p><xref ref-type="table" rid="tab4">Table 4</xref> presents two-way ANOVA results, indicating the anemia condition significantly impacts reaction times in both 3D games (p <bold>&#x003C;&#x202F;0.001</bold>), while game type showed no differences (<italic>p</italic>&#x202F;=&#x202F;0.675). The absence of interaction suggests anemia&#x2019;s effect is consistent across game versions.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Two-way ANOVA results for reaction times.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Source of variation</th>
<th align="center" valign="top"><italic>F</italic></th>
<th align="center" valign="top">df</th>
<th align="center" valign="top"><italic>p</italic></th>
<th align="center" valign="top"><italic>&#x03B7;</italic><sup>2</sup></th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Game type</td>
<td align="center" valign="top">0.18</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.675</td>
<td align="center" valign="top">0.000</td>
</tr>
<tr>
<td align="left" valign="top">Anemia or no condition</td>
<td align="center" valign="top">19.35</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top"><bold>&#x003C;0.001</bold></td>
<td align="center" valign="top">0.062</td>
</tr>
<tr>
<td align="left" valign="top">Interaction</td>
<td align="center" valign="top">1.02</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">0.312</td>
<td align="center" valign="top">0.000</td>
</tr>
</tbody>
</table>
</table-wrap>
<p><xref ref-type="table" rid="tab4">Table 4</xref> presents results from a two-way ANOVA examining the effects of anemia status and game type on reaction times. The analysis revealed a statistically significant main effect of anemia status (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001), indicating that participants with anemia exhibited slower reaction times compared to non-anemic individuals. Conversely, no significant differences were observed between game types (p&#x202F;=&#x202F;0.675). Notably, the absence of a significant interaction effect (<italic>p</italic>&#x202F;&#x003E;&#x202F;0.05) suggests that anemia&#x2019;s impact on reaction times remained consistent across both 3D game versions.</p>
<p><xref ref-type="table" rid="tab4">Table 4</xref> and <xref ref-type="fig" rid="fig2">Figure 2</xref> collectively present findings from a two-way ANOVA and visual comparisons of performance metrics across experimental conditions.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Comparative performance metrics across experimental conditions. (Left panel) Boxplot comparison of completion times between Game 1 (equation-based) and Game 2 (non-equation-based) in 3D gaming scenarios. (Right panel) Boxplot comparison of completion times between anemic and non-anemic participants in postpartum conditions.</p>
</caption>
<graphic xlink:href="fpsyg-16-1598851-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Comparative performance metrics across experimental conditions. (Left panel) Boxplot comparison of completion times between Game 1 (equation-based) and Game 2 (non-equation-based) in 3D gaming scenarios similar medians around 1 second. (Right panel) Boxplot comparison of completion times between anemic and non-anemic participants in postpartum conditions, in this case with significant differences around 1 second.</alt-text>
</graphic>
</fig>
</sec>
</sec>
</sec>
<sec sec-type="discussion" id="sec18">
<title>Discussion</title>
<sec id="sec19">
<title>On the determinants of the factors for postpartum anemia: clinical and gynecological</title>
<p>The findings highlight the multifactorial nature of postpartum anemia, with cesarean delivery, uterine atony, and lack of prenatal care being significant risk factors. These results align with previous studies, such as <xref ref-type="bibr" rid="ref9003">Casavilca (2017)</xref>, who found a strong association between cesarean delivery and postpartum anemia. Recent research by <xref ref-type="bibr" rid="ref30">Neef et al. (2024)</xref> underscores the importance of early detection and treatment of postpartum anemia, particularly through iron supplementation, which has been shown to significantly improve maternal well-being and outcomes. Our study adds to this body of evidence by demonstrating the long-term cognitive impacts of postpartum anemia, further emphasizing the need for timely intervention.</p>
</sec>
<sec id="sec20">
<title>Cognitive impairment associated with RTs</title>
<p>Significant differences in reaction times were observed between anemic and non-anemic women in both Game 1 (<italic>p</italic>&#x202F;=&#x202F;0.014) and Game 2 (p&#x202F;&#x003C;&#x202F;0.001). The impact of anemia on cognitive function, particularly selective attention, was evident in the 3D video game experiments. These findings align with <xref ref-type="bibr" rid="ref18">Jakobsen et al. (2011)</xref>, who validated reaction time as a measure of cognitive health, and <xref ref-type="bibr" rid="ref24">Lalitha et al. (2024)</xref>, who demonstrated that pregnant women with anemia exhibit significantly longer RTs compared to non-anemic pregnant women. The consistency of these findings across different populations highlights the importance of addressing anemia to mitigate its cognitive effects.</p>
<p>Furthermore, <xref ref-type="bibr" rid="ref36">Takahashi et al. (2024)</xref> showed that 3D video games can effectively assess executive functions in children with ADHD, suggesting that such tools have broad applicability for cognitive assessment across different populations and conditions.</p>
<p>The long-term RT deficits observed in anemic women align with growing evidence that anemia disrupts neural plasticity. Hypoxia reduces Brain-derived neurotrophic factor (BDNF) availability and synaptic strength in prefrontal cortex (<xref ref-type="bibr" rid="ref6">Duderstadt et al., 2024</xref>), potentially impairing the brain&#x2019;s ability to adapt to postpartum demands. While our study did not measure neurobiological markers, the 3D video game paradigm indirectly probes plasticity-dependent processes (e.g., attentional tuning). Future research combining hemoglobin assays with fMRI or transcranial stimulation could clarify how anemia alters postpartum neuroplasticity.</p>
<p>The slower RTs observed in anemic women may reflect broader disruptions in spatial cognition. Hippocampal place cells encode location relative to environmental geometry (<xref ref-type="bibr" rid="ref31">O'Keefe and Burgess, 1996</xref>), and human navigation relies on landmark-boundary integration (<xref ref-type="bibr" rid="ref15">Hartley et al., 2004</xref>). While our task was not explicitly navigational, the 3D stimuli required participants to rapidly localize targets within a bounded virtual space&#x2014;a process potentially dependent on hippocampal-entorhinal circuits. Anemia-induced hypoxia could impair this spatial-attentional integration, compounding RT delays. Future studies could explicitly test boundary-based attention (e.g., varying target proximity to virtual walls) to dissociate hippocampal contributions.</p>
</sec>
<sec id="sec21">
<title>The role ICT in cognitive assessment</title>
<p>In addition to selective attention, multitasking abilities are crucial for daily functioning, particularly in the context of information and communication technologies (ICT). The increasing integration of ICT into daily life has heightened the demand for multitasking, which can be particularly challenging for individuals with cognitive impairments.</p>
<p>The integration of ICT in this study, particularly the use of 3D video games, provides a novel approach to assessing cognitive function in postpartum women. This aligns with the work of <xref ref-type="bibr" rid="ref27">Mugruza-Vassallo et al. (2022)</xref>, demonstrated that different Markov chains can modulate visual stimuli processing in various environments differently for women and men showcasing ICT&#x2019;s potential in cognitive assessments. Furthermore, <xref ref-type="bibr" rid="ref36">Takahashi et al. (2024)</xref> showed that 3D video games can effectively assess executive functions in children with ADHD, suggesting that such tools have broad applicability for cognitive assessment across different populations and conditions. <xref ref-type="bibr" rid="ref9">Garc&#x00ED;a et al. (2017)</xref> also highlighted the use of augmented reality and 3D environments to provide immersive experiences that enhance cognitive evaluations, particularly beneficial for understanding impairments in older adults.</p>
<p>While the use of a 3D video game provided a novel and ecologically valid approach to assessing cognitive function, it is important to consider the limitations of this methodology in <xref ref-type="bibr" rid="ref39">Torres-Tejada et al., 2020</xref>, our study extends this approach to postpartum women,</p>
<p>The cognitive consequences of technology dependence extend beyond our 3D video game paradigm. Recent work by <xref ref-type="bibr" rid="ref21">Kosmyna et al. (2025)</xref> demonstrates that overreliance on AI tools (e.g., ChatGPT for writing) can erode neural engagement and self-monitoring capacity, as evidenced by reduced EEG connectivity and poorer recall in LLM-dependent users. While our study highlights anemia&#x2019;s biological disruption of attention (e.g., slower RTs), Kosmyna&#x2019;s findings reveal a behavioral analogue: both chronic anemia and habitual AI use may engender &#x2018;cognitive debt&#x2019;&#x2014;where short-term efficiency gains compromise long-term executive function. This parallel underscores the need to contextualize cognitive health within modern technological demands. For postpartum women, whose multitasking burdens are heightened by caregiving, interventions must balance ICT-assisted assessments (like our 3D game) with strategies to sustain endogenous attention resilience.</p>
</sec>
<sec id="sec22">
<title>Executive function and cognitive performance</title>
<p>The significant differences in reaction times between anemic and non-anemic women (Game 1: <italic>p</italic>&#x202F;=&#x202F;0.014; Game 2: <italic>p</italic>&#x202F;&#x003C;&#x202F;0.001) suggest that postpartum anemia may impair executive function, particularly in tasks requiring selective attention and cognitive flexibility. Executive function encompasses higher-order cognitive processes such as attention, working memory, and the ability to switch between tasks, all of which are critical for effective multitasking and decision-making (<xref ref-type="bibr" rid="ref36">Takahashi et al., 2024</xref>). The slower reaction times observed in anemic women may reflect deficits in these domains, consistent with prior research linking anemia to impaired cognitive performance (<xref ref-type="bibr" rid="ref3">Beard et al., 2005</xref>; <xref ref-type="bibr" rid="ref1">Agrawal et al., 2019</xref>).</p>
<p>Furthermore, the multitasking component of the 3D video game required participants to process multiple stimuli simultaneously, a task that heavily relies on executive function. The poorer performance of anemic women in this task suggests that postpartum anemia may specifically affect the ability to manage competing cognitive demands, a key aspect of executive function. These findings align with studies demonstrating the utility of video games in assessing executive dysfunction in other populations, such as children with ADHD (<xref ref-type="bibr" rid="ref36">Takahashi et al., 2024</xref>).</p>
<p>The prolonged RTs in anemic women may reflect deficits in attentional disengagement, akin to invalid cue trials in Posner tasks. Future studies could adapt our 3D paradigm to include Posner-like cueing (<xref ref-type="bibr" rid="ref33">Posner and Rothbart, 2007</xref>), isolating specific attentional subsystems (e.g., orienting, alerting in <xref ref-type="bibr" rid="ref7">Fan et al., 2002</xref>) affected by postpartum anemia. Also, more conditions in the event-related methods (<xref ref-type="bibr" rid="ref9004">Mugruza-Vassallo and Potter, 2019</xref>) or frequency domain method (wavelet feature) or entropy features in non-linear dynamic method (<xref ref-type="bibr" rid="ref13">Guo et al., 2022</xref>) may allow to study cognitive load (<xref ref-type="bibr" rid="ref26">Mugruza-Vassallo, 2023</xref>) in anemia.</p>
</sec>
<sec id="sec23">
<title>Societal implications and ICT in healthcare</title>
<p>The integration of ICT in healthcare not only addresses individual health issues but also contributes to societal well-being by improving maternal health outcomes and reducing the burden of cognitive impairments on families and communities (<xref ref-type="bibr" rid="ref9002">Araujo et al., 2024</xref>; <xref ref-type="bibr" rid="ref9006">Nikam and Motwani, 2024</xref>). This is particularly relevant given the findings of <xref ref-type="bibr" rid="ref30">Neef et al. (2024)</xref>, who highlight the significant impact of postpartum anemia on maternal physical and mental health, and <xref ref-type="bibr" rid="ref12">Greig et al. (2013)</xref>, who demonstrated that iron deficiency in women of childbearing age negatively impacts cognition, mental health, and fatigue. Additionally, <xref ref-type="bibr" rid="ref9007">Susi&#x010D; et al. (2023)</xref> used machine learning to predict depression and fatigue in postpartum anemia patients, demonstrating the potential of advanced technologies to improve the detection and management of these conditions. <xref ref-type="bibr" rid="ref10">Garrido Bustamante et al. (2024)</xref> further emphasized the effectiveness of ICT in managing immediate postpartum anemia, highlighting personalized monitoring and early interventions as key strategies. While the benefits of ICT in healthcare are substantial, challenges such as the digital divide and access disparities remain critical issues that need addressing to ensure equitable health outcomes for all women, particularly in developing regions (<xref ref-type="bibr" rid="ref9005">Nihlani and Rana, 2024</xref>).</p>
</sec>
<sec id="sec24">
<title>Limitations</title>
<p>Despite the significance of our findings, several limitations should be acknowledged. First, although the study initially included 184 women to check typical postpartum population, the final sample consisted of 30 women, which was relatively small, particularly for the cognitive testing component conducted over a 3-year period. Although we made efforts to recruit additional participants, the longitudinal nature of the study posed challenges in retaining a larger cohort. It is important to emphasize that our study targeted a particularly difficult-to-recruit population: postpartum women with anemia and our study is event-related, meaning that small methodological variations can be applied across EEG, fMRI, or eye-tracking studies. This specificity makes our final sample size more notable. Compared to other longitudinal studies with shorter follow-up periods, our retention rate is reasonable. For example, in an not event-related task, <xref ref-type="bibr" rid="ref5">Casey (2000)</xref> conducted a non-event-related 6-month longitudinal study with three groups&#x2014;10 women planning pregnancy, 18 first trimester pregnant women, and 24 non-pregnant controls&#x2014;who completed the study. Similarly, <xref ref-type="bibr" rid="ref2">Barda et al. (2021)</xref> conducted a 2-years study in 40 pregnant and 40 non-pregnant women. Larger sample sizes are needed in future research to strengthen the generalizability of our findings and reduce heterogeneity.</p>
<p>Second, the study did not standardize the type of medication taken by participants in both groups. Variations in medication use may have influenced cognitive performance and reaction times, introducing potential confounding factors. Future studies should standardize medications or control for their effects when including subjects to ensure more robust and reliable results.</p>
<p>Finally, the 3-year follow-up period, while providing valuable longitudinal data, may have introduced variability due to changes in participants&#x2019; health, lifestyle, or environmental factors over time. Also other sensing modalities may be affected by plasticity, as prior studies in blind people (<xref ref-type="bibr" rid="ref8">F&#x00F6;cker et al., 2012</xref>). Future studies should consider shorter follow-up intervals or more frequent assessments to minimize these effects and capture more precise data on cognitive changes.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec25">
<title>Conclusion</title>
<p>This study identified several significant risk factors for postpartum anemia, including cesarean delivery, uterine atony, and lack of prenatal care. The significant differences in reaction times between anemic and non-anemic women suggest that anemia may have long-term cognitive effects, particularly in tasks requiring selective attention and multitasking. These findings are consistent with <xref ref-type="bibr" rid="ref40">Tran et al. (2013)</xref>, who demonstrated that antenatal iron deficiency anemia and common mental disorders have direct adverse effects on infant cognitive development, further underscoring the importance of early detection and treatment to improve both maternal and child outcomes.</p>
<p>The use of 3D video games offers a promising tool for assessing cognitive function in postpartum women, highlighting the potential of ICT in healthcare. Our findings indicate significant differences in reaction times between the &#x201C;WITHOUT&#x201D; (&#x201C;CON&#x201D;) and &#x201C;WITH&#x201D; (&#x201C;SIN&#x201D;) anemia groups, with the most pronounced differences observed in the dataset &#x201C;3D with size 2D without formula&#x201D; (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001). These results align with <xref ref-type="bibr" rid="ref39">Torres-Tejada et al. (2020)</xref>, who demonstrated the utility of video games in assessing cognitive function, and extend this approach to postpartum women. However, it is important to consider the limitations of this methodology, as highlighted by <xref ref-type="bibr" rid="ref36">Takahashi et al. (2024)</xref>, who emphasized the need for further validation of video game-based assessments across different populations and settings.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec26">
<title>Data availability statement</title>
<p>The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession number(s) can be found at: <ext-link xlink:href="https://github.com/cmugruza/Visual_Anemia_Postpartum" ext-link-type="uri">https://github.com/cmugruza/Visual_Anemia_Postpartum</ext-link>.</p>
</sec>
<sec sec-type="ethics-statement" id="sec27">
<title>Ethics statement</title>
<p>Videogame studies were tested and approved by IPR at Universidad Nacional Tecnol&#x00F3;gica de Lima Sur under RCU-125-2024-UNTELS. The studies involving humans were approved by the IRB at Universidad Peruana San Juan Bautista with approval numbers 1208-2023-CIEI-UPSJB and 0353-2025-CIEI-UPSJB and the IRB at Hospital Sergio E. Bernales with approval number 0110-2023-CIEI-HSB. The studies were conducted in accordance with the local legislation and institutional requirements. The participants provided their written informed consent to participate in this study.</p>
</sec>
<sec sec-type="author-contributions" id="sec28">
<title>Author contributions</title>
<p>SC: Project administration, Methodology, Writing &#x2013; original draft, Formal analysis, Data curation, Investigation, Validation. JP-F: Software, Writing &#x2013; review &#x0026; editing, Validation, Visualization. CM-V: Funding acquisition, Software, Data curation, Investigation, Resources, Visualization, Conceptualization, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Formal analysis, Supervision.</p>
</sec>

<ack><title>Acknowledgments</title>
<p>We would like to express our deepest gratitude to our previous group members for sharing their wisdom and experience, as well as to the postpartum mothers who graciously participated in this study, embracing both the beauty and challenges of postpartum life. A special mention goes to Dr. Indira Esther Tirado Hurtado for their unwavering dedication, time, and effort in guiding our education and research endeavors. Additionally, we acknowledge the Universidad Peruana San Juan Bautista (UPSJB) for its commitment to providing ethical support for biomedical studies. This work is dedicated exclusively to our parents, whose unconditional support and motivation have been the cornerstone of our journey through biomedical science studies.</p>
</ack>
<sec sec-type="COI-statement" id="sec30">
<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 sec-type="ai-statement" id="sec31">
<title>Generative AI statement</title>
<p>The authors declare that Gen AI was used in the creation of this manuscript. Although an native P&#x0026;E was hired. Later, English was improved using AI tools.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="sec32">
<title>Publisher&#x2019;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>
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</ref-list><fn-group><fn id="fn0003" fn-type="custom" custom-type="edited-by"><p>Edited by: Eddy J. Davelaar, Birkbeck, University of London, United Kingdom</p></fn>
<fn id="fn0004" fn-type="custom" custom-type="reviewed-by"><p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2532443/overview">Jeri Morris</ext-link>, Shirley Ryan AbilityLab, United States</p><p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3032090/overview">Kalyan Maity</ext-link>, Swami Vivekananda Yoga Anusandhana Samsthana, India</p></fn></fn-group></back>
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