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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Educ.</journal-id>
<journal-title>Frontiers in Education</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Educ.</abbrev-journal-title>
<issn pub-type="epub">2504-284X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/feduc.2022.983332</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Education</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Implementing an online peer tutoring intervention to promote reading skills of elementary students: Effects on fluency and accuracy</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Sanches-Ferreira</surname> <given-names>Manuela</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/450034/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Martins</surname> <given-names>Helena</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1894066/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Valquaresma</surname> <given-names>Andreia</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1011195/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Alves</surname> <given-names>S&#x00ED;lvia</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/515851/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Center for Research and Innovation in Education (inED), School of Education, Porto Polytechnic</institution>, <addr-line>Porto</addr-line>, <country>Portugal</country></aff>
<aff id="aff2"><sup>2</sup><institution>Agrupamento de Escolas de S&#x00E3;o Martinho</institution>, <addr-line>Santo Tirso</addr-line>, <country>Portugal</country></aff>
<aff id="aff3"><sup>3</sup><institution>Center for Social Research and Intervention, University of Lisbon</institution>, <addr-line>Lisbon</addr-line>, <country>Portugal</country></aff>
<aff id="aff4"><sup>4</sup><institution>Center for Vocational Development and Lifelong Learning, Faculty of Psychology and Education Sciences, University of Porto</institution>, <addr-line>Porto</addr-line>, <country>Portugal</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: George DuPaul, Lehigh University, United States</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Se Mol, Leiden University, Netherlands; Francisco Alegre, University of Jaume I, Spain</p></fn>
<corresp id="c001">&#x002A;Correspondence: Manuela Sanches-Ferreira, <email>manuelaferreira@ese.ipp.pt</email></corresp>
<fn fn-type="other" id="fn004"><p>This article was submitted to Digital Learning Innovations, a section of the journal Frontiers in Education</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>23</day>
<month>11</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>7</volume>
<elocation-id>983332</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>06</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>10</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2022 Sanches-Ferreira, Martins, Valquaresma and Alves.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Sanches-Ferreira, Martins, Valquaresma and Alves</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<p>The global COVID-19 pandemic disrupted face-to-face teaching, having a significant impact on the teaching-learning process. As a result, many students spent less time reading (and learning to read) than they did during face-to-face instruction, requiring the use of alternative approaches of instruction. A combined online and peer tutoring intervention was designed to improve reading skills such as fluency and accuracy. Following a quasi-experimental design, this study sought to evaluated the impact of implementing an online peer tutoring intervention on the development of reading fluency and accuracy in a sample of 91 2nd and 4th graders (49.6% female). Children were aged 6&#x2013;10 years old (<italic>M</italic> = 7.81, <italic>SD</italic> = 1.10) and were enrolled in five classrooms (A, B, C, D, and E) from three schools in the Portuguese district of Porto, between January and May 2021. A set of 10 texts were chosen from official textbooks to assess reading fluency and accuracy. Classes were evaluated in three moments: initial (pre-intervention), intermediate (after 10 sessions) and final (post-test, after other 10 sessions). In order to examine the effects of the intervention, there was a 8-week lag between the start of the intervention in classes A, B, and C (experimental group) and classes D and E (control group). Moreover, classes D and E started intervention with a gap of 5 weeks between them. Students in the experimental group registered significant higher improvements in reading accuracy and fluency than in the control group. Interaction effects revealed that students with an initial lower performance (i.e., at the frustration level) showed higher increases in reading accuracy. Furthermore, 2nd graders showed higher increases throughout the intervention while the 4th graders stablished their progress after the first 10 sessions of intervention. Despite the study&#x2019;s limitations, the findings support the positive impact that online peer tutoring can have on promoting students&#x2019; reading skills, adding to the ongoing discussion&#x2014;which has gained a special emphasis with the COVID-19 pandemic&#x2014;about the development of effective strategies to promote reading abilities in the first years of school.</p>
</abstract>
<kwd-group>
<kwd>reading</kwd>
<kwd>peer tutoring</kwd>
<kwd>online learning</kwd>
<kwd>intervention</kwd>
<kwd>fluency</kwd>
<kwd>accuracy</kwd>
</kwd-group>
<contract-sponsor id="cn001">Funda&#x00E7;&#x00E3;o para a Ci&#x00EA;ncia e a Tecnologia <named-content content-type="fundref-id">10.13039/501100001871</named-content></contract-sponsor>
<counts>
<fig-count count="2"/>
<table-count count="7"/>
<equation-count count="0"/>
<ref-count count="74"/>
<page-count count="13"/>
<word-count count="9944"/>
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</front>
<body>
<sec id="S1" sec-type="intro">
<title>Introduction</title>
<p>Reading is an essential human skill (<xref ref-type="bibr" rid="B54">Ritchie and Bates, 2013</xref>) and a fundamental goal for elementary students. The ability to read is a critical for opening knowledge spaces, in such a way that public authorities around the world have focused on promoting reading practices and skills starting in early childhood education [see the Program for International Student Assessment (PISA), and the Progress in International Reading Literacy Study (PIRLS); <xref ref-type="bibr" rid="B45">Mullis and Martin, 2015</xref>; Organisation for Economic Co-operation and Development, <xref ref-type="bibr" rid="B48">OECD, 2019</xref>; <xref ref-type="bibr" rid="B56">Rosa et al., 2020</xref>].</p>
<p>However, the worldwide COVID-19 pandemic challenged educational practices, having a significant impact on the teaching-learning process (<xref ref-type="bibr" rid="B53">Reimer et al., 2021</xref>). Face-to-face instruction was abruptly halted, and many schools were forced to provide emergency remote learning (<xref ref-type="bibr" rid="B19">Flores et al., 2022</xref>). In Portugal, this scenario occurred with two successive lockdowns, the first between March-September 2020, and the second between January and March 2021. Teachers and parents struggled to balance formal and informal education during these periods (<xref ref-type="bibr" rid="B13">Daniel, 2020</xref>; <xref ref-type="bibr" rid="B26">Hodges et al., 2020</xref>; <xref ref-type="bibr" rid="B52">Reich et al., 2020</xref>), and family houses were converted into schooling environments. The disruptions prompted by the COVID-19 pandemic in educational settings, specifically with the adoption of distance/online learning, changes in teaching practices, and increased stress (<xref ref-type="bibr" rid="B44">Meinck et al., 2022</xref>), intensified challenges associated with the process of learning to read. Empirical data suggest that lockdowns had a significant impact on students&#x2019; reading skills in their early years (<xref ref-type="bibr" rid="B72">Wyse et al., 2020</xref>). One reason for this is that many students spent less time engaged in formal learning during school shutdowns than they did during face-to-face instruction, which means they spent less time reading&#x2014;and learning to read (<xref ref-type="bibr" rid="B27">Huber and Helm, 2020</xref>; <xref ref-type="bibr" rid="B32">K&#x00F6;nig et al., 2020</xref>). In the Portuguese case, such challenges may have been especially difficult for primary school children, particularly those in the early grades, because children learn to read in the first grade, consolidate their reading skills in the following one and are expected to have achieved reading competency by the 4th grade. Thus, being actively engaged with reading (in and outside school) is critical. To meet these challenges teachers had to develop alternative modes of teaching instruction to encourage students reading abilities. <xref ref-type="bibr" rid="B35">Lin et al. (2017)</xref> found that using digital tools (such as app&#x2019;s, software programs, smartphones, and tablets) can boost learning motivation by keeping students&#x2019; attention and focus on their learning process even when faced with difficult situations. Students&#x2019; motivation and focus are especially important when we consider that, unlike oral language, learning to read is a process that does not occur naturally as a result of exposure to written material or information or words (<xref ref-type="bibr" rid="B61">Sim-Sim, 2009</xref>). It assumes the adoption of strategies through explicit, consistent, and systematized teaching practices, demanding the use of specific methodologies and allowing adequate time for learning and training. The first years of school are deemed pivotal in the process of learning to read, and they are frequently marked by families and teacher&#x2019;s high expectations regarding children&#x2019;s success (<xref ref-type="bibr" rid="B64">Stern, 2006</xref>; <xref ref-type="bibr" rid="B12">Cruz et al., 2022</xref>). It is also during the first years of formal education that learning difficulties associated with reading emerge, highlighting the relevance of early assessment and intervention so that students have a better chance of overcoming them. Reading difficulties can have a negative impact on children&#x2019;s learning and development trajectories, such that children who struggle with reading in primary school are more likely to struggle through high school (<xref ref-type="bibr" rid="B55">Roberts et al., 2022</xref>), putting them at higher risk of dropping out (<xref ref-type="bibr" rid="B25">Hernandez, 2011</xref>). A growing body of research indicates that early interventions are effective in preventing these negative outcomes, emphasizing the importance of developing early intervention programs that systematically promote and assess reading abilities in the classroom (<xref ref-type="bibr" rid="B39">Lyytinen and Erskine, 2016</xref>; <xref ref-type="bibr" rid="B24">Hall and Burns, 2018</xref>; <xref ref-type="bibr" rid="B51">Raspin et al., 2019</xref>). Primary school grades (such as the 2nd and 4th grades) provide a unique developmental window in which children are more sensitive to the effects of reading interventions, particularly when delivered earlier (<xref ref-type="bibr" rid="B2">Al Otaiba et al., 2009</xref>; <xref ref-type="bibr" rid="B38">Lovett et al., 2017</xref>; <xref ref-type="bibr" rid="B70">Wanzek et al., 2018</xref>).</p>
<p>In parallel, research has also highlighted the role played by individual differences in reading difficulties. One of the most debated dimensions has been children&#x2019;s gender. Literature has consistently described girls as having better reading ability than boys (<xref ref-type="bibr" rid="B42">McKenna et al., 1995</xref>; <xref ref-type="bibr" rid="B36">Logan and Johnston, 2009</xref>; <xref ref-type="bibr" rid="B6">Below and Sorrell, 2010</xref>; <xref ref-type="bibr" rid="B62">Sochacka, 2014</xref>). This gender difference has been found in different countries and cultures (<xref ref-type="bibr" rid="B69">van Hek et al., 2019</xref>). In PISA and PIRLS reports on reading in students (<xref ref-type="bibr" rid="B56">Rosa et al., 2020</xref>), girls are consistently reported as having a significant advantage over boys in terms of reading performance across all OECD countries (<xref ref-type="bibr" rid="B69">van Hek et al., 2019</xref>). However, when considering reading fluency and accuracy in primary school years the results appear to be inconsistent. While <xref ref-type="bibr" rid="B1">Abd Ghani et al. (2020)</xref> reported no statistically significant gender differences when analyzing reading fluency in 2nd grade children, <xref ref-type="bibr" rid="B62">Sochacka (2014)</xref> and <xref ref-type="bibr" rid="B63">Solheim et al. (2021)</xref> found significant gender differences in first graders&#x2019; reading fluency and accuracy, favoring girls. This ambiguity of findings supports the need for additional research into potential gender differences in reading fluency and accuracy, particularly in primary education level.</p>
<p>Reading entails both decoding written words and comprehending their meaning (<xref ref-type="bibr" rid="B66">Suggate, 2016</xref>). Such a complex process highlights the task&#x2019;s difficulty as well as the importance of encouraging the automation of the deciphering process in order to free the child to comprehend what he or she is reading (<xref ref-type="bibr" rid="B58">Schwanenflugel et al., 2006</xref>). With automatic word and sentence recognition, more cognitive resources are available to engage in higher-level thinking processes, which are frequently critical for reading comprehension (<xref ref-type="bibr" rid="B73">Zimmerman et al., 2019</xref>). Thus, reading comprehension is dependent on the ability to combine fluency of reading (the number of words read per minute in a text) with accuracy (the absence of errors) and prosody (cadence, intonation, and rhythm) (<xref ref-type="bibr" rid="B73">Zimmerman et al., 2019</xref>). Given the focus of the current study, we will now explore further the fluency and accuracy reading dimensions or skills.</p>
<p>Fluency is linked with reading comprehension and can be defined as the ability to read a text quickly, accurately and expressively (<xref ref-type="bibr" rid="B23">Gersten et al., 2020</xref>). Fluent readers can identify words accurately and automatically, allowing them to focus their attention on reading comprehension and in the connections between the ideas presented in a text and their prior knowledge (<xref ref-type="bibr" rid="B46">National Institute of Child Health and Human Development, 2000</xref>). Less fluent readers, on the other hand, must focus their attention on word recognition, resulting in less attention devoted to reading comprehension. As a result, while the ability to read words accurately is required in the process of learning to read, the fluency with which this process is carried out is critical for children&#x2019;s reading comprehension (<xref ref-type="bibr" rid="B23">Gersten et al., 2020</xref>). <xref ref-type="bibr" rid="B50">Rasinski et al. (2011)</xref> suggest that fluent readers tend to have more positive attitudes toward reading, as well as a more positive perception of themselves as readers. As a result, fluent readers are more likely to read more, learn more, and further improve their reading skills. In addition, fluent readers can serve as good reading models and assist other learners in the process of learning to read. Fluency assessment is also an important indicator of general reading competence in the school context, and it is directly related to reading comprehension (<xref ref-type="bibr" rid="B73">Zimmerman et al., 2019</xref>; <xref ref-type="bibr" rid="B65">Sucena et al., 2022</xref>). The recognition of a list of related words and a text reading are two strategies commonly used to assess reading fluency (<xref ref-type="bibr" rid="B43">Meeks et al., 2014</xref>; <xref ref-type="bibr" rid="B40">Martens et al., 2019</xref>). Following <xref ref-type="bibr" rid="B41">Martins and Capellini (2021)</xref>, fluency performance can be analyzed calculating the reading percentile, with results above the 55th percentile considered average. Strategies such as reading aloud, repeated reading of a small excerpt of a text, and peer-tutoring have all been shown to be effective in improving reading fluency (<xref ref-type="bibr" rid="B46">National Institute of Child Health and Human Development, 2000</xref>; <xref ref-type="bibr" rid="B47">Oddo et al., 2010</xref>). In fact, research suggests that to promote the development of reading fluency, teachers should provide students with numerous opportunities for reading practice, preferably with guidance from more fluent readers (e.g., teachers, peers, or parents) who comment on the readings and help them to become aware of their mistakes and correct them (<xref ref-type="bibr" rid="B5">Beach and Traga Philippakos, 2021</xref>; <xref ref-type="bibr" rid="B74">Zimmermann et al., 2021</xref>). Hence, systematic and deliberate practice of activities that promote mastery of the alphabetic principle, as well as holistic activities that allow students to anticipate and comprehend meaningful messages, are good practices for developing reading fluency (<xref ref-type="bibr" rid="B61">Sim-Sim, 2009</xref>; <xref ref-type="bibr" rid="B10">Carvalho, 2011</xref>). In terms of written material, reading a text is thought to be a more accurate predictor of fluency (<xref ref-type="bibr" rid="B71">Wanzek et al., 2016</xref>). There have been few studies that analyze reading fluency in European Portuguese primary school children (<xref ref-type="bibr" rid="B18">Fernandes et al., 2017</xref>; <xref ref-type="bibr" rid="B12">Cruz et al., 2022</xref>). Key findings highlight the influence of word recognition skills in the development of reading fluency, as well as the intrinsic relationship between the latter and vocabulary acquisition, particularly in the early grades (<xref ref-type="bibr" rid="B18">Fernandes et al., 2017</xref>). At the same time, <xref ref-type="bibr" rid="B59">Serrano et al. (2011)</xref> emphasize the 2nd grade as critical for establishing a more abstract representation of the spelling system in Portuguese children, underscoring the potential impact that early reading fluency interventions may have on subsequent reading competency development.</p>
<p>The reader&#x2019;s precision in orally representing words from their orthographic forms, on the other hand, is referred to as accuracy (<xref ref-type="bibr" rid="B46">National Institute of Child Health and Human Development, 2000</xref>; <xref ref-type="bibr" rid="B73">Zimmerman et al., 2019</xref>). However, reading fluency cannot be achieved solely through reading accuracy. The speed and ease of word recognition (i.e., automaticity) emerge later as the learner&#x2019;s instant recognition repertoire becomes embedded. Reading accuracy then refers to the reader&#x2019;s ability to &#x201C;produce an accurate oral representation of words in text from their orthographic forms&#x201D; (<xref ref-type="bibr" rid="B73">Zimmerman et al., 2019</xref>, p. 73), i.e., to correctly recognize or decode words. According to <xref ref-type="bibr" rid="B28">Hudson et al. (2005)</xref>, a strong understanding of the alphabetic principle, the dexterity to combine different sounds, and knowledge of a large number of words are at the heart of reading accuracy. Low word recognition accuracy has a negative impact on reading fluency, potentially leading to text misinterpretation. Thus, accurate word decoding is required for fluency (<xref ref-type="bibr" rid="B37">Lopes et al., 2014</xref>; <xref ref-type="bibr" rid="B8">Borges and Viana, 2020</xref>). The percentage of correct words read by the reader is deemed as a good indicator of reading accuracy (<xref ref-type="bibr" rid="B10">Carvalho, 2011</xref>; <xref ref-type="bibr" rid="B50">Rasinski et al., 2011</xref>). In this regard, <xref ref-type="bibr" rid="B49">Rasinski (2004)</xref> identified three levels of accuracy performance: independence level (97&#x2013;100% of accuracy; i.e., the student can read the assessment text autonomously, without assistance); instruction level (90&#x2013;96% of accuracy; i.e., the student can read the text, but still requires some assistance, as some errors are not noticed); and the frustration level (below 90% of accuracy; i.e., even with assistance, the student finds reading the text or another material of similar difficulty very challenging, and cannot track most decoding errors, often needing several attempts before decoding certain words). Contrary to what is observed in reading fluency studies, very few research has focused on gender differences in reading accuracy, particularly in the early school years. Research on the development of reading accuracy in European Portuguese readers is also scant (<xref ref-type="bibr" rid="B60">Seymour et al., 2003</xref>; <xref ref-type="bibr" rid="B9">Cadime et al., 2021</xref>; <xref ref-type="bibr" rid="B12">Cruz et al., 2022</xref>). Findings suggest that Portuguese first grade readers have lower reading accuracy levels than other European readers, with levels significantly lower than 90% (<xref ref-type="bibr" rid="B60">Seymour et al., 2003</xref>). Thus, research exploring changes in reading accuracy across subsequent grades level is especially important for determining whether reading accuracy is still developing or if a real difficulty is already emerging so early on.</p>
<p>Recent meta-analyses show that a plethora of variables influence the efficacy of the strategies and interventions used for reading fluency and accuracy (<xref ref-type="bibr" rid="B23">Gersten et al., 2020</xref>; <xref ref-type="bibr" rid="B31">Kim et al., 2020</xref>; <xref ref-type="bibr" rid="B74">Zimmermann et al., 2021</xref>). These include the duration of the intervention, the number of sessions, the session length, and the size of the group. Scripted, short interventions (i.e., between 10 and 100 sessions), that take 10&#x2013;60 min and happen 3 or 5 times a week in small groups of students (i.e., two to five students) with similar academic needs, have consistently emerged as effective in promoting reading competency (<xref ref-type="bibr" rid="B71">Wanzek et al., 2016</xref>; <xref ref-type="bibr" rid="B23">Gersten et al., 2020</xref>; <xref ref-type="bibr" rid="B31">Kim et al., 2020</xref>).</p>
<p>Among these interventions, peer tutoring has proven to be effective in improving students&#x2019; reading fluency and accuracy (<xref ref-type="bibr" rid="B7">Blanch et al., 2012</xref>; <xref ref-type="bibr" rid="B68">Topping et al., 2016</xref>; <xref ref-type="bibr" rid="B4">Alzahrani and Leko, 2018</xref>; <xref ref-type="bibr" rid="B15">Duran et al., 2019</xref>). Peer tutoring is a system whereby learners help each other and learn by teaching. It is a process in which more advanced learners, not necessarily teachers, helpless advanced learners in an interactive, systematic and meaningful way, often used on a one-to-one basis, that is, between peers (<xref ref-type="bibr" rid="B68">Topping et al., 2016</xref>). In comparison to formal education, peer tutoring allows more opportunities for practice while also providing guidance, personalized feedback, and assistance in resolving misinterpretations (<xref ref-type="bibr" rid="B11">Casanova, 2012</xref>; <xref ref-type="bibr" rid="B67">Sytsma et al., 2019</xref>; <xref ref-type="bibr" rid="B34">Lee and Szczerbinski, 2021</xref>). It can also encourage more reflection on the learning process, leading to high levels of self-regulation and agency over one&#x2019;s learning process. It can promote the development of study skills, foster learning autonomy, and nurture the &#x201C;learning to learn&#x201D; capacity in the cognitive development scope. Furthermore, it can promote the ability to deal with uncertainty in a less anxious manner, significantly contributing to higher levels of emotional self-regulation and, ultimately, to the overall learning process (<xref ref-type="bibr" rid="B21">Forbes-Riley et al., 2008</xref>).</p>
<p><xref ref-type="bibr" rid="B11">Casanova (2012)</xref> implemented a peer tutoring intervention by pairing children of similar ages and educational levels. Even though the participants are in an asymmetrical relationship, they share similar characteristics and a common goal. The peer tutoring process has been shown to benefit both the tutor and the tutored because it can improve the former&#x2019;s self-esteem, self-confidence, perspective-taking, and metacognitive abilities, to name a few (<xref ref-type="bibr" rid="B11">Casanova, 2012</xref>). Moreover, peer tutoring can have both a preventive and a remedial effect, anticipating developmental obstacles (and encouraging a proactive attitude toward them) while also assisting in their resolution. <xref ref-type="bibr" rid="B30">Jones et al. (2017)</xref> studied the effects of a peer-tutoring reading intervention in early primary grades and found positive and significant effects on children&#x2019;s reading fluency. Moreover, <xref ref-type="bibr" rid="B22">Fuchs et al. (2000)</xref> obtained positive and significant effects on first grade children&#x2019;s reading accuracy involved in peer-tutoring reading intervention.</p>
<p>To ensure the quality and success of peer tutoring, however, it is critical to clearly define the procedures, schedules, and spaces to be used during tutoring, as well as to clarify the peer tutoring process to the peer-tutor and the peer-tutored, teaching them general mentoring skills. It is also critical to monitor the quality of the peer relationship, provide peer role rotation, and ensure continuous process evaluation (<xref ref-type="bibr" rid="B57">Sanches Ferreira and Santos, 1994</xref>; <xref ref-type="bibr" rid="B68">Topping et al., 2016</xref>).</p>
<p>With the challenges imposed by the COVID-19 pandemic (<xref ref-type="bibr" rid="B53">Reimer et al., 2021</xref>), a new variable has been introduced into the traditional reading skills interventions: online learning methods and tools, which have risen to the forefront of educational systems worldwide. However, research on how the pandemic may have influenced children&#x2019;s reading performance is still limited, both in typical and struggling readers, with only a few studies examining the effects of online education and interventions (<xref ref-type="bibr" rid="B3">Alves and Romig, 2021</xref>; <xref ref-type="bibr" rid="B5">Beach and Traga Philippakos, 2021</xref>), implying that more research is needed to investigate the efficacy of online reading interventions. Furthermore, given the importance of reading in shaping students&#x2019; learning and developmental paths, providing teachers with strategies that promote reading within favorable learning educational contexts should be one of education&#x2019;s primary concerns. In this regard, the purpose of this study is to assess the impact of implementing an online peer tutoring intervention on the development of fluency and accuracy reading skills in primary school students. Given that Portuguese children begin learning to read in first grade, consolidate their abilities in 2nd and complete their learning to read cycle in 4th grade, we chose to include only 2nd and 4th graders (with and without the need for universal and selective measures to support learning and inclusion)<sup><xref ref-type="fn" rid="footnote1">1</xref></sup> because it would allow us to better understand and differentiate gains in the reading development process.</p>
<p>The study aims to answer the following three research questions: (1) What is the effect of the online peer-tutoring intervention on students&#x2019; reading fluency and accuracy? (2) To what extent do students&#x2019; reading fluency and accuracy change during the intervention period? (3) To what extent can the intervention effects be attributed to grade level (G2, G4), gender and pre-intervention reading performance level (i.e., frustration level or not)?</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>Materials and methods</title>
<sec id="S2.SS1">
<title>Participants</title>
<p>Ninety-one students (49.6% female), aged 6&#x2013;10 years old (<italic>M</italic> = 7.81, <italic>SD</italic> = 1.10), enrolled in five classes (A, B, C, D, and E) from three schools of a school cluster in the district of Porto participated in this study. Teachers from 2nd and 4th grades were invited to participate in the study. Out of 10 possible classes, five teachers agreed to participate. Students from classes A and D were in the 2nd grade and students from classes C and E were in the 4th grade. Class B included students from the 2nd and the 4th grades. Overall, 43 students were in the 2nd grade and 48 in the 4th grade (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Sample characterization.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Grade</td>
<td valign="top" align="center" colspan="2">2nd grade</td>
<td valign="top" align="center">2nd and 4th grade</td>
<td valign="top" align="center" colspan="2">4th grade</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Number of students per class</td>
<td valign="top" align="center">A</td>
<td valign="top" align="center">B</td>
<td valign="top" align="center">C</td>
<td valign="top" align="center">D</td>
<td valign="top" align="center">E</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">21</td>
<td valign="top" align="center">13</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">18</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Gender N (%)</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">8 (44.4%)</td>
<td valign="top" align="center">6 (46.2%)</td>
<td valign="top" align="center">10 (50%)</td>
<td valign="top" align="center">11 (57.9%)</td>
<td valign="top" align="center">14 (77.8%)</td>
</tr>
<tr>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">10 (55.6%)</td>
<td valign="top" align="center">7 (53.8%)</td>
<td valign="top" align="center">10 (50%)</td>
<td valign="top" align="center">8 (42.1%)</td>
<td valign="top" align="center">4 (22.2%)</td>
</tr>
<tr>
<td valign="top" align="left">Age M (SD)</td>
<td valign="top" align="center">6.86 (0.36)</td>
<td valign="top" align="center">6.77 (0.44)</td>
<td valign="top" align="center">7.90 (1.33)</td>
<td valign="top" align="center">8.68 (0.48)</td>
<td valign="top" align="center">8.67 (0.49)</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Support measures N (%)</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">No support</td>
<td valign="top" align="center">21 (100%)</td>
<td valign="top" align="center">13 (100%)</td>
<td valign="top" align="center">10 (50%)</td>
<td valign="top" align="center">19 (100%)</td>
<td valign="top" align="center">18 (100%)</td>
</tr>
<tr>
<td valign="top" align="left">Universal support</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">8 (40%)</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">0 (0%)</td>
</tr>
<tr>
<td valign="top" align="left">Selective support</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">2 (10%)</td>
<td valign="top" align="center">0 (0%)</td>
<td valign="top" align="center">0 (0%)</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Teachers ranged in age from 39 to 58 years old (<italic>M</italic> = 48.40, <italic>SD</italic> = 6.18), had between 17 and 36 years of service experience (<italic>M</italic> = 24.80, <italic>SD</italic> = 4.40) and they were all working at the school cluster that took part in the study.</p>
</sec>
<sec id="S2.SS2">
<title>Study design</title>
<p>The effects of the online peer tutoring intervention were evaluated through a quasi-experimental design, with a lagged introduction of the intervention across the different five participating classrooms. <xref ref-type="fig" rid="F1">Figure 1</xref> displays the study design detailing the different moments/phases of the study&#x2014;the moment in which each class was evaluated and involved in the intervention.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Study design.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="feduc-07-983332-g001.tif"/>
</fig>
<sec id="S2.SS2.SSS1">
<title>Intervention</title>
<p>The online peer tutoring intervention took place between January and May 2021. This period coincided with the third wave of the COVID-19 pandemic and, consequently, with a period of lockdown, in which all students had to stay at home. Peer tutoring sessions occurred in dyads or triads, most at the beginning of the day, in parallel rooms created by teachers in the Zoom platform. Teachers were in proximity with all participating dyads/triads providing instructions to the class before each session and monitoring each session conclusion with them.</p>
<p>First, in whole-group, the teacher in each classroom demonstrated what was expected from the peer tutoring sessions. He/she gave each student a text and a score sheet and explained how to use the stopwatch. Then she read the text aloud during 3 min and asked students to note the errors he/she made and the number of words read using the Goodman&#x2019;s Taxonomy of Errors (<xref ref-type="bibr" rid="B16">Goodman, 1973</xref>, <xref ref-type="bibr" rid="B17">1982</xref>; <xref ref-type="table" rid="T2">Table 2</xref>). After discussing with students the procedure and clarifying all doubts, the students went two parallel sessions according to the formed pairs/triads. The tutee had 3 min to read the text and the tutor registered the reading errors on the score sheet and the location where the student was reading at the end of the given time. After the tutee finished reading without interruptions, the tutor assisted the tutee in correcting the reading errors noted on the score sheet. Then, the roles were reversed. Finally, the errors were counted, and if time allowed, the students could repeat the reading, without taking notes. Reading moments in peer tutoring lasted 10 minutes and occurred every school day for twenty sessions, preferably at the start of the teaching activities. For children reading in triads, the teacher explained the procedure and gave them three more minutes to complete the reading.</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Goodman&#x2019;s reading errors taxonomy.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Type of error</td>
<td valign="top" align="left">Description</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Insertion</td>
<td valign="top" align="left">Words or letters that are added to the text.</td>
</tr>
<tr>
<td valign="top" align="left">Omission</td>
<td valign="top" align="left">Words or letters that are omitted.</td>
</tr>
<tr>
<td valign="top" align="left">Substitution</td>
<td valign="top" align="left">Words or letters that are replaced by other words or letters.</td>
</tr>
<tr>
<td valign="top" align="left">Inversion</td>
<td valign="top" align="left">Words or letters whose order is changed.</td>
</tr>
<tr>
<td valign="top" align="left">Regression</td>
<td valign="top" align="left">Repetition of words or parts of the text.</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>As detailed in <xref ref-type="fig" rid="F1">Figure 1</xref>, all classes were evaluated in three moments&#x2014;initial (pre-intervention), intermediate (after 10 peer tutoring sessions) and final (after 10 peer tutoring sessions). Classes A (2nd), B (2nd and 4th) and C (4th) were intervened between January and March and classes D (2nd) and E (4th) between March and May. Therefore, there was a 8-week lag between the start of the intervention in classes A, B, and C and classes D and E. Furthermore, classes D and E also started the intervention with a period lag of 6 weeks. Prior to the intervention, these two classes received additional assessments, which served as a control for the effects of the intervention in classes A, B, and C. All evaluations were audio-recorded. Additionally, because children&#x2019;s performance before the intervention was compared to their performance during and after the intervention, each participant served as their own control.</p>
<p>Considering the specificities of the sample, ethical concerns were considered before collecting data. In harmony with the principles of The Declaration of Helsinki, we gathered, <italic>a priori</italic>, written informed consents from the school principal, teachers, and children&#x2019;s legal guardians, as well as an oral agreement from students.</p>
</sec>
</sec>
<sec id="S2.SS3">
<title>Materials and procedures</title>
<p>Instructional and progress monitoring of students&#x2019; reading was conducted through a curriculum-based assessment procedure that consists of a set of 10 texts drawn from 2nd and 4th grade official textbooks and chosen for their difficulty, specifically in terms of text complexity, reading cases, and the number of difficult words per grade. The texts included in this study were not part of the official textbooks used by the school cluster that took part in this study, so none of the students were familiar with or had the opportunity to practice reading these texts previously. The texts are listed in <xref ref-type="table" rid="T3">Table 3</xref> (five texts were used in the group of children in the 2nd grade and five texts were used in the group of children in the 4th grade). Students were provided with a score sheet to record the peer&#x2019;s reading errors.</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Texts included in the &#x201C;Informal Assessment of Fluency and Accuracy in Reading&#x201D;.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="center" colspan="3">2nd grade<hr/></td>
<td valign="top" align="center" colspan="3">4th grade<hr/></td>
</tr>
<tr>
<td valign="top" align="left">Text title</td>
<td valign="top" align="left">Author</td>
<td valign="top" align="center">Number of words</td>
<td valign="top" align="center">Text title</td>
<td valign="top" align="center">Author</td>
<td valign="top" align="center">Number of words</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">&#x201C;A girafa que comia estrelas&#x201D;<break/><italic>The giraffe that ate stars</italic></td>
<td valign="top" align="left">Jos&#x00E9; Eduardo Agualusa</td>
<td valign="top" align="center">213</td>
<td valign="top" align="center">&#x201C;O ca&#x00E7;ador de palavras&#x201D;<break/><italic>The word hunter</italic></td>
<td valign="top" align="center">Jos&#x00E9; Jorge Letria</td>
<td valign="top" align="center">228</td>
</tr>
<tr>
<td valign="top" align="left">&#x201C;Uma hist&#x00F3;ria com palavras&#x201D;<break/><italic>A story with words</italic></td>
<td valign="top" align="left">Jos&#x00E9; Fanha</td>
<td valign="top" align="center">166</td>
<td valign="top" align="center">&#x201C;A maior flor do mundo&#x201D; <italic>The biggest flower in the world</italic></td>
<td valign="top" align="center">Jos&#x00E9; Saramago</td>
<td valign="top" align="center">306</td>
</tr>
<tr>
<td valign="top" align="left">&#x201C;T&#x00E1;xi&#x201D;<break/><italic>Taxi</italic></td>
<td valign="top" align="left">Jorge Listopad</td>
<td valign="top" align="center">183</td>
<td valign="top" align="center">&#x201C;O rei vai nu&#x201D; <italic>The King Goes Naked</italic></td>
<td valign="top" align="center">Hans Christian Andersen (adapted version)</td>
<td valign="top" align="center">280</td>
</tr>
<tr>
<td valign="top" align="left">&#x201C;A hist&#x00F3;ria da princesa do garfo&#x201D;<break/><italic>The Story of the Fork Princess</italic></td>
<td valign="top" align="left">Jos&#x00E9; Jorge Letria</td>
<td valign="top" align="center">227</td>
<td valign="top" align="center">&#x201C;O mar&#x201D;<break/><italic>The sea</italic></td>
<td valign="top" align="center">Mia Couto</td>
<td valign="top" align="center">262</td>
</tr>
<tr>
<td valign="top" align="left">&#x201C;Tamb&#x00E9;m as pequenas hist&#x00F3;rias<break/>merecem grandes livros&#x201D;<break/><italic>Little stories deserve great books</italic></td>
<td valign="top" align="left">Ant&#x00F3;nio Torrado</td>
<td valign="top" align="center">207</td>
<td valign="top" align="center">&#x201C;Os desenhos no teto do meu quarto&#x201D;<break/><italic>The drawings on my bedroom ceiling</italic></td>
<td valign="top" align="center">Jos&#x00E9; Peixoto</td>
<td valign="top" align="center">493</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Based on the accuracy and fluency results of the initial assessment moment conducted by teachers in the classroom, but in a 1:1 relation (see <xref ref-type="table" rid="T4">Table 4</xref>), two pairing lists of the participating students in the class were prepared. The dyads/triads were formed by pairing the student with the best performance with the student with the worst performance, with the first serving as a tutor to the latter. Changes in the dyads/triads were allowed to teachers, depending on the individual characteristics of each student. In case of an odd number class, the teacher formed one triad, that is there were five triads with fifteen students. The teacher of each class then informed the students about the dyads/triads and which students would take on the peer-tutored role first and explained in what will consist the peer tutoring. The students who formed the dyads/triads were the same throughout the intervention.</p>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>Fluency and accuracy performance levels per grade and gender, before the intervention.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left">Fluency performance levels</td>
<td valign="top" align="center" colspan="4">Grade<hr/></td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center" colspan="2">2nd<hr/></td>
<td valign="top" align="center" colspan="2">4th<hr/></td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">Male</td>
<td valign="top" align="center">Female</td>
<td valign="top" align="center">Male</td>
<td valign="top" align="center">Female</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Above the 90th percentile (N)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">6 (12.5%)</td>
<td valign="top" align="center">5 (10.4%)</td>
</tr>
<tr>
<td valign="top" align="left">Between the 55th and the 90th percentile (N)</td>
<td valign="top" align="center">8 (18.6%)</td>
<td valign="top" align="center">4 (9.3%)</td>
<td valign="top" align="center">19 (39.6%)</td>
<td valign="top" align="center">10 (20.8%)</td>
</tr>
<tr>
<td valign="top" align="left">Below the 55th percentile (N)</td>
<td valign="top" align="center">14 (32.6%)</td>
<td valign="top" align="center">17 (39.5%)</td>
<td valign="top" align="center">5 (10.4%)</td>
<td valign="top" align="center">3 (6.3%)</td>
</tr>
<tr>
<td valign="top" align="left">Fluency (N)</td>
<td valign="top" align="center">22 (51.2%)</td>
<td valign="top" align="center">21 (48.8%)</td>
<td valign="top" align="center">30 (62.5%)</td>
<td valign="top" align="center">18 (37.5%)</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Accuracy performance levels</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Independence level (97&#x2013;100% accuracy) (N)</td>
<td valign="top" align="center">2 (4.8%)</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">5 (14.9%)</td>
<td valign="top" align="center">1 (2.1%)</td>
</tr>
<tr>
<td valign="top" align="left">Instruction level (90&#x2013;96% accuracy) (N)</td>
<td valign="top" align="center">7 (11.9%)</td>
<td valign="top" align="center">8 (19.1%)</td>
<td valign="top" align="center">17 (31.9%)</td>
<td valign="top" align="center">10 (21.3%)</td>
</tr>
<tr>
<td valign="top" align="left">Frustration level (below 90% of accuracy) (N)</td>
<td valign="top" align="center">13 (33.3%)</td>
<td valign="top" align="center">13 (31%)</td>
<td valign="top" align="center">8 (14.9%)</td>
<td valign="top" align="center">7 (14.9%)</td>
</tr>
<tr>
<td valign="top" align="left">Accuracy (N)</td>
<td valign="top" align="center">22 (50%)</td>
<td valign="top" align="center">21 (50%)</td>
<td valign="top" align="center">30 (61.7%)</td>
<td valign="top" align="center">18 (38.3%)</td>
</tr>
<tr>
<td valign="top" align="left"><bold>Total (N)</bold></td>
<td valign="top" align="left" colspan="2">43 (100%)</td>
<td valign="top" align="left" colspan="2">48 (100%)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="S2.SS4">
<title>Measurement</title>
<p>To assess reading development and examine intervention effects, reading accuracy and fluency were recorded at three different moments: initial (pre-test), intermediate (after 10 tutoring sessions) and final (post-test, after other 10 sessions). Students were individually assessed by the regular teacher, using a text appropriate to their grade and different from the texts that had previously been used in the classroom. To measure the reading accuracy and fluency, each student was given a time limit of 3 min (controlled by a stopwatch), to read aloud. The number of errors and reading time were noted on the score sheet. The location where the child was reading was marked on the text after 3 min. If the text reading was finished sooner than the time limit, the stopwatch was stopped, and the time spent reading was recorded. Reading was not interrupted, except when the student was experiencing difficulties in reading a word. In this case, the word was read to him/her after 5 s. To avoid potential scoring errors, the researcher listened to the students&#x2019; recordings again at the end of the assessment and confirmed the data. Previously, an external 2nd/4th grade teacher reviewed more than 30% of the ratings from the initial assessment (January) and compared with the researcher rates to increase the reliability of the findings (30 observations).</p>
</sec>
<sec id="S2.SS5">
<title>Dependent variables</title>
<p>Reading accuracy was operationally defined as the number of corrected words read in a text and fluency corresponds to the number of words per minute read in a text. On the score sheet, the following variables were noted: (a) the amount of time the child spent reading the text (RT); (b) the number of words read (WR); and (c) the number of errors (NE). The formula WRD = WR-NE was used to calculate the number of words read correctly (WRC). The accuracy index (A) was calculated using the formula A = (WRC/WR) &#x00D7; 100, and the fluency index (F) was calculated using the formula F = (WRC/RT) &#x00D7; 60.</p>
</sec>
<sec id="S2.SS6">
<title>Data analysis</title>
<p>For data analysis, the SPSS statistics for Windows, version 27 was used. First, we conducted a descriptive analysis using measures of central tendency (the mean and standard deviation) of the absolute variables of reading accuracy and fluency, distinguishing the three assessment moments (initial, intermediate, and final) as well as the five classes examined (A, B, C, D, E). After confirming the assumptions of normality of the distribution (via asymmetry and kurtosis scores) and sphericity (based on the Mauchly test), ANCOVA was used to compare changes in accuracy and fluency in the two study groups (intervention: classes A, B and C; control: classes D and E), with the online peer tutoring intervention as the main factor and pre-test scores of each outcome variable as a covariate. In these analyses, post-test scores for classes D and E were the ones registered on the third measurement moment (between 8 and 9 weeks). Then, to evaluate the extent to which changes were due to the intervention or time/teacher instruction, classes with a lagged introduction of the intervention&#x2014;classes D and E&#x2014;were compared in terms of changes in reading scores before the online peer tutoring intervention. We controlled for pre-test scores (weeks 1&#x2013;2), when analyzing &#x201C;no intervention&#x201D; effects, using ANCOVA with pre-test scores as covariates for each corresponding &#x201C;last pre-test&#x201D; (i.e., measurement moment immediately before the start of the intervention; Class D&#x2014;between 8 and 9 weeks; Class E&#x2014;between 13 and 14 weeks).</p>
<p>To analyze the differences on students&#x2019; levels of accuracy and reading fluency according to children&#x2019;s gender, grade and measurement moments (initial&#x2014;intermediate&#x2014;final), a repeated measures ANCOVA was performed comparing fluency and accuracy scores at the three main measurement points. In these analysis, pre-test scores for classes D and E were the ones at the measurement occurred immediately before the beginning of the intervention (i.e., Class D&#x2014;8&#x2013;9 weeks; Class E&#x2014;13&#x2013;14 weeks). Students&#x2019; gender, grade, and level of performance in accuracy and fluency were inserted analyses as within-subject factors and the students&#x2019; class as covariate.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>Results</title>
<sec id="S3.SS1">
<title>Intervention effects&#x2014;Experimental group and control group</title>
<p>ANCOVA comparing experimental and control groups (8&#x2013;9 weeks, post-test moment for the experimental group and pre-intervention for control group) indicated significant intervention effects on accuracy and fluency scores (<xref ref-type="table" rid="T5">Table 5</xref>). Results demonstrate that the covariate, pre-test score, was significantly related to the students&#x2019; improvements in accuracy, <italic>F</italic>(1, 88) = 38.331, <italic>p</italic> &#x003C; 0.001, &#x03B7;<sup>2</sup><italic><sub><italic>p</italic></sub></italic> = 0.303. There was also a significant effect of the online peer tutoring intervention on levels of accuracy after controlling for the effect of pre-test scores, <italic>F</italic>(1, 88) = 6.709, <italic>p</italic> = 0.011, &#x03B7;<sup>2</sup><italic><sub><italic>p</italic></sub></italic> = 0.071. Results related to the dependent outcome reading fluency were similar. The covariate, pre-test score, was significantly related to the students&#x2019; improvements in fluency, <italic>F</italic>(1, 88) = 321.610, <italic>p</italic> &#x003C; 0.001, &#x03B7;<sup>2</sup><italic><sub><italic>p</italic></sub></italic> = 0.785. There was also a significant effect of the online peer tutoring intervention on levels of fluency after controlling for the effect of pre-test scores, <italic>F</italic>(1, 88) = 45.919, <italic>p</italic> &#x003C; 0.001, &#x03B7;<sup>2</sup><italic><sub><italic>p</italic></sub></italic> = 0.343. For both dependent variables, effect sizes were higher for pre-test scores than for intervention effect and larger for fluency than for accuracy.</p>
<table-wrap position="float" id="T5">
<label>TABLE 5</label>
<caption><p>Intervention outcomes.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="center">Control (<italic>n</italic> = 31)</td>
<td valign="top" align="center">Intervention (<italic>n</italic> = 60)</td>
<td valign="top" align="center">ANCOVA</td>
<td valign="top" align="center"><italic>p</italic></td>
<td valign="top" align="center">Partial eta squared</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Accuracy</td>
<td valign="top" align="center">Pre-test</td>
<td valign="top" align="center">88.92 (6.12)</td>
<td valign="top" align="center">83.74 (17.21)</td>
<td valign="top" align="center">6.709</td>
<td valign="top" align="center">0.011</td>
<td valign="top" align="center">0.071</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">Pos-test (8&#x2013;9 week)</td>
<td valign="top" align="center">90.13 (5.13)</td>
<td valign="top" align="center">93.44 (13.49)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Fluency</td>
<td valign="top" align="center">Pre-test</td>
<td valign="top" align="center">60.47 (29.73)</td>
<td valign="top" align="center">55.72 (27.56)</td>
<td valign="top" align="center">45.919</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">0.343</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">Pos-test (8&#x2013;9 week)</td>
<td valign="top" align="center">59.14 (23.52)</td>
<td valign="top" align="center">74.93 (30.83)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>Main analyses use ANCOVA with pre-test score as covariate.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS2">
<title>&#x201C;No intervention&#x201D; effect&#x2014;Class D and Class E</title>
<p>ANCOVA comparing groups throughout &#x201C;no intervention&#x201D; period for classes D and E did not revealed a significant change neither in accuracy nor fluency scores, after controlling for the effect of pre-test scores (<xref ref-type="table" rid="T6">Table 6</xref>). However, results demonstrate that the covariate, pre-test score (1&#x2013;2 weeks) was significantly related to the students&#x2019; improvements in accuracy, <italic>F</italic>(1, 88) = 38.331, <italic>p</italic> &#x003C; 0.001, &#x03B7;<sup>2</sup><sub><italic>p</italic></sub> = 0.303 and fluency, <italic>F</italic>(1, 88) = 38.331, <italic>p</italic> &#x003C; 0.001, &#x03B7;<sup>2</sup><sub><italic>p</italic></sub> = 0.303.</p>
<table-wrap position="float" id="T6">
<label>TABLE 6</label>
<caption><p>&#x201C;No intervention&#x201D; outcomes.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="center">Class D (<italic>n</italic> = 13)</td>
<td valign="top" align="center">Class E (<italic>n</italic> = 18)</td>
<td valign="top" align="center">ANCOVA</td>
<td valign="top" align="center"><italic>p</italic></td>
<td valign="top" align="center">Partial eta squared</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Accuracy</td>
<td valign="top" align="center">Pre-test (1&#x2013;2 week)</td>
<td valign="top" align="center">86.52 (7.59)</td>
<td valign="top" align="center">90.66 (4.21)</td>
<td valign="top" align="center">2.913</td>
<td valign="top" align="center">0.099</td>
<td valign="top" align="center">0.094</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">Pre-test (8&#x2013;9 week)</td>
<td valign="top" align="center">91.66 (5.07)</td>
<td valign="top" align="center">91.84 (4.66)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Fluency</td>
<td valign="top" align="center">Pre-test (1&#x2013;2 week)</td>
<td valign="top" align="center">38.26 (16.49)</td>
<td valign="top" align="center">76.50 (26.80)</td>
<td valign="top" align="center">0.332</td>
<td valign="top" align="center">0.569</td>
<td valign="top" align="center">0.012</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">Pos-test (13&#x2013;14 week)</td>
<td valign="top" align="center">44.22 (15.70)</td>
<td valign="top" align="center">86.30 (30.33)</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>Main analyses use ANCOVA with pre-test score as covariate.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="S3.SS3">
<title>Variables influencing gains in reading accuracy and fluency</title>
<p><xref ref-type="table" rid="T7">Table 7</xref> displays repeated measures ANCOVA, considering the accuracy and fluency scores obtained by students in the three main moments of measurement&#x2014;pre-test, intermediate and post-test. For each class, pre-test scores considered the moment immediately before the start of the online peer tutoring intervention. In that sense, pre-test scores for classes D and E took place in March and April, respectively (<xref ref-type="fig" rid="F1">Figure 1</xref>). Independent variables, such as gender, grade, and performance level were submitted in the model as between-subjects factors, and the belonging class as covariate variable. Interaction effects between these independent variables and intervention effects were introduced in the model generated per outcome. Only the significant effects are reported (<xref ref-type="table" rid="T7">Table 7</xref>).</p>
<table-wrap position="float" id="T7">
<label>TABLE 7</label>
<caption><p>Accuracy and fluency scores per evaluation moment.</p></caption>
<table cellspacing="5" cellpadding="5" frame="hsides" rules="groups">
<thead>
<tr>
<td valign="top" align="left" colspan="2"/>
<td valign="top" align="center" colspan="2">Pre-test<hr/></td>
<td valign="top" align="center" colspan="2">Intermediate<hr/></td>
<td valign="top" align="center" colspan="2">Pos-test<hr/></td>
<td valign="top" align="center" colspan="3">Repeated measures test<hr/></td>
</tr>
<tr>
<td valign="top" align="left" colspan="2"/>
<td valign="top" align="center"><italic>M</italic></td>
<td valign="top" align="center"><italic>SD</italic></td>
<td valign="top" align="center"><italic>M</italic></td>
<td valign="top" align="center"><italic>SD</italic></td>
<td valign="top" align="center"><italic>M</italic></td>
<td valign="top" align="center"><italic>SD</italic></td>
<td valign="top" align="center"><italic>F</italic></td>
<td valign="top" align="center"><italic>P</italic></td>
<td valign="top" align="center">&#x03B7;<italic>p</italic><sup>2</sup></td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"><bold>Accuracy</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Online peer tutoring intervention</td>
<td valign="top" align="center">91</td>
<td valign="top" align="center">86.48</td>
<td valign="top" align="center">14.71</td>
<td valign="top" align="center">91.19</td>
<td valign="top" align="center">9.31</td>
<td valign="top" align="center">93.85</td>
<td valign="top" align="center">11.08</td>
<td valign="top" align="center">6.963</td>
<td valign="top" align="center">0.004</td>
<td valign="top" align="center">0.079</td>
</tr>
<tr>
<td valign="top" align="left">Online peer tutoring intervention &#x00D7; Performance level</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">15.418</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">0.160</td>
</tr>
<tr>
<td valign="top" align="left">&#x003C;90% of accuracy</td>
<td valign="top" align="center">37</td>
<td valign="top" align="center">75.11</td>
<td valign="top" align="center">18.12</td>
<td valign="top" align="center">85.85</td>
<td valign="top" align="center">12.38</td>
<td valign="top" align="center">89.64</td>
<td valign="top" align="center">10.29</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">&#x2265;90% accuracy</td>
<td valign="top" align="center">54</td>
<td valign="top" align="center">93.99</td>
<td valign="top" align="center">2.28</td>
<td valign="top" align="center">94.75</td>
<td valign="top" align="center">3.50</td>
<td valign="top" align="center">96.66</td>
<td valign="top" align="center">10.89</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left"><bold>Fluency</bold></td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Online peer tutoring intervention</td>
<td valign="top" align="center">91</td>
<td valign="top" align="center">60.12</td>
<td valign="top" align="center">29.85</td>
<td valign="top" align="center">73.12</td>
<td valign="top" align="center">35.44</td>
<td valign="top" align="center">77.33</td>
<td valign="top" align="center">30.65</td>
<td valign="top" align="center">16.507</td>
<td valign="top" align="center">&#x003C;0.001</td>
<td valign="top" align="center">0.203</td>
</tr>
<tr>
<td valign="top" align="left">Online peer tutoring intervention &#x00D7; Educational grade</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">7.816</td>
<td valign="top" align="center">0.001</td>
<td valign="top" align="center">0.107</td>
</tr>
<tr>
<td valign="top" align="left">2nd grade</td>
<td valign="top" align="center">41</td>
<td valign="top" align="center">40.16</td>
<td valign="top" align="center">18.45</td>
<td valign="top" align="center">47.63</td>
<td valign="top" align="center">18.65</td>
<td valign="top" align="center">57.20</td>
<td valign="top" align="center">21.09</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">4th grade</td>
<td valign="top" align="center">48</td>
<td valign="top" align="center">78.03</td>
<td valign="top" align="center">26.89</td>
<td valign="top" align="center">94.98</td>
<td valign="top" align="center">31.57</td>
<td valign="top" align="center">94.67</td>
<td valign="top" align="center">27.48</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
</table-wrap>
<p>Results demonstrate a progressive significant increase in accuracy scores throughout the intervention, that is, across pre-test, intermediate and post-test measurement moments. This difference had large effect between all three intervention moments, <italic>F</italic>(2, 162) = 6.963; <italic>p</italic> = 0.004, &#x03B7;<italic>p</italic><sup>2</sup> = 0.079. Contrasts revealed that pre-test accuracy rates were significantly lower than intermediate, <italic>F</italic>(1, 81) = 18.424, <italic>p</italic> &#x003C; 0.001, &#x03B7;<italic>p</italic><sup>2</sup> = 0.185 and post-test rates, <italic>F</italic>(1, 81) = 8.166, <italic>p</italic> = 0.005,&#x03B7;<italic>p</italic><sup>2</sup> = 0.092.</p>
<p>A similar result was found for fluency scores with a significant increase across the three main measurement moments, <italic>F</italic>(2, 130) = 16.507; <italic>p</italic> &#x003C; 0.001, &#x03B7;<italic>p</italic><sup>2</sup> = 0.203. Contrasts revealed that pre-test fluency rates were significantly lower than intermediate, <italic>F</italic>(1, 65) = 34.912, <italic>p</italic> &#x003C; 0.001,&#x03B7;<italic>p</italic><sup>2</sup> = 0.349 and pos-test rates, <italic>F</italic>(1, 65) = 17.934, <italic>p</italic> &#x003C; 0.001, &#x03B7;<italic>p</italic><sup>2</sup> = 0.216.</p>
<p>The scrutiny of interaction effects revealed that for accuracy in reading, there was a significant interaction effect between the online peer tutoring intervention and the level of performance students demonstrated before the intervention, <italic>F</italic>(2, 162) = 15.418, <italic>p</italic> &#x2264; 0.001, &#x03B7;<italic>p</italic><sup>2</sup> = 0.160. This indicates that accuracy scores across pre-test, intermediate and post-test assessments significantly differ between students in the frustration level (&#x003C;90%) and students in instructional and independence level (&#x2265;90%). To break down this interaction, contrasts were performed comparing accuracy scores in each moment of assessment across students with low and higher performance in reading accuracy before the intervention. These revealed significant interactions when comparing students with low and high performance scores in the pre-test to post-test measurement point, <italic>F</italic>(1, 81) = 17.481; <italic>p</italic> &#x003C; 0.001, &#x03B7;<italic>p</italic><sup>2</sup> = 0.181. Looking at the interaction graph (<xref ref-type="fig" rid="F2">Figure 2</xref>), this suggest although the reading accuracy scores increases between pre-test and pos-test in both high- and low-accuracy-performance students, this increase is greater in students that showed low-performance in reading accuracy before the intervention.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Contrasts graphs for repeated measures.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="feduc-07-983332-g002.tif"/>
</fig>
<p>Concerning fluency in reading, there was a significant interaction effect between the online peer tutoring intervention and the educational level of the participants, <italic>F</italic>(2, 130) = 7.816; <italic>p</italic> = 0.001, &#x03B7;<italic>p</italic><sup>2</sup> = 0.107. This indicates that fluency scores across pre-test, intermediate and post-test assessments significantly differ in 2nd and 4th grades students. To break down this interaction, contrasts were performed comparing fluency scores in each moment of assessment across 2nd and 4th graders. These revealed significant interactions when comparing 2nd and 4th graders scores in the pre-test to intermediate scores, <italic>F</italic>(1, 65) = 22.039, <italic>p</italic> &#x003C; 0.001, &#x03B7;<italic>p</italic><sup>2</sup> = 0.253 and in the intermediate to post-test measurement point, <italic>F</italic>(1, 65) = 7.019, <italic>p</italic> = 0.010, &#x03B7;<italic>p</italic><sup>2</sup> = 0.097. This indicates that the increase in fluency scores between pre-test and intermediate scores is significantly greater for 4th grade than for 2nd grade students. On the other hand, the increase between intermediate and post-test scores is significantly higher for 2nd grade than for 4th grade students (<xref ref-type="fig" rid="F2">Figure 2</xref>).</p>
<p>In turn, gender was not significant in the interaction between intervention and gender in both fluency and accuracy scores.</p>
</sec>
</sec>
<sec id="S4" sec-type="discussion">
<title>Discussion</title>
<p>This study aimed at assessing the impact of an online peer tutoring intervention on the development of fluency and accuracy reading skills of elementary school students (2nd and 4th graders). In line with previous findings (<xref ref-type="bibr" rid="B7">Blanch et al., 2012</xref>; <xref ref-type="bibr" rid="B68">Topping et al., 2016</xref>), our study showed that the combined intervention significantly contributed to the students&#x2019; progress in their reading abilities, that is he intervention was effective for three classrooms, when the two other classrooms functioned as the control group. To corroborate these findings no significant effects of &#x201C;no intervention&#x201D; were found, when controlling for pre-test scores, that is Class E, that started the intervention in week 13&#x2013;14 and therefore was more time in the waiting list did not registered a higher improvement in reading skills than class D. Despite having no statistical significance, slight improvements were verified in these two classes on accuracy and reading fluency before starting the intervention. This indicates that getting instruction by teachers is important to support students in improving their reading, but implementing interventions, such as online peer tutoring can maximize what students get in school curriculum. Reading in pairs constitutes an opportunity to increase the time for reading practice with an audience, which is a common challenge for elementary teachers in a typical day in the classroom (<xref ref-type="bibr" rid="B4">Alzahrani and Leko, 2018</xref>; <xref ref-type="bibr" rid="B67">Sytsma et al., 2019</xref>). This challenge became particular evident during the successive lockdowns during the COVID-19 pandemic, which demanded alternative ways to assure teaching learning processes (<xref ref-type="bibr" rid="B75">Chetty et al., 2020</xref>; <xref ref-type="bibr" rid="B33">Kuhfeld et al., 2020</xref>; <xref ref-type="bibr" rid="B20">Flores et al., 2021</xref>). Therefore, the relationship between the use of digital tools and the teaching-learning process has become increasingly important (<xref ref-type="bibr" rid="B29">Jamshidifarsani et al., 2019</xref>; <xref ref-type="bibr" rid="B14">D&#x00FA;o-Terr&#x00F3;n et al., 2022</xref>) justifying additional research.</p>
<p>Results revealed a statistically significant, large effect difference between the three measurement moments in terms of reading fluency and accuracy. Accuracy gains between pre and post-test were significant higher for students that were in the frustration level (low performance) in reading accuracy before the intervention. The use of three-measurement point procedure allowed the analysis of the stability of the development of reading accuracy and fluency, suggesting that for accuracy, having a peer aside is a more proficient peer is important to support children in identifying mistakes and correct them. In particular, peer tutoring intervention seems to be a particular relevant intervention for children who need extra support to decode words.</p>
<p>On regard to fluency gains, differences were not found between pre and post-test measurement points. Instead, the increase in fluency scores between pre-test and intermediate scores were significantly greater for 4th grade than for 2nd grade students and the increase between intermediate and post-test scores was significantly higher for 2nd grade than for 4th grade students. These results suggest that older students demonstrated effects of the intervention soon after its initiation, but these tended to stabilize, while younger students took longer to demonstrate results, but the growth was greater from the middle of the intervention. These findings seem to reveal that 4th graders are at other phase, they are more mature, so they seem to reach their potential earlier in the intervention, while 2nd graders are just developing their fluency skills.</p>
<p>Therefore, it seems relevant that the implementation of the reading promoting intervention through peer tutoring has contributed to an effective increase in children&#x2019;s accuracy and fluency indices. Results also indicates that these type of intervention can be beneficial for all students, but mainly for students with lower performance in reading and therefore with additional needs of supports. Those who read better, read more, increasing the probability of developing the competence to extract and construct meaning in the interaction with texts, as well as of expanding lexical development, which broadens world-knowledge, and diversifies cognitive and metacognitive strategies (<xref ref-type="bibr" rid="B64">Stern, 2006</xref>; <xref ref-type="bibr" rid="B12">Cruz et al., 2022</xref>). Furthermore, the fluency gains in 2nd graders found in this study reinforce the importance of placing emphasis on additional interventions in the early years of learning, such as online peer tutoring, that reinforce the pedagogical strategies used by teachers in the classroom. It should be noted that this intervention was implemented with all students and can be used as a universal educational measure, requiring no special and overly demanding adjustments.</p>
<p>Interestingly, analyses in this study demonstrate no significant mean differences for gender. This finding suggest that the gains of boys and girls in reading skills, such as fluency and accuracy, throughout the online peer tutoring intervention are comparable. Despite the results of other studies documenting that girls tend to present higher reading skills (<xref ref-type="bibr" rid="B62">Sochacka, 2014</xref>; <xref ref-type="bibr" rid="B69">van Hek et al., 2019</xref>; <xref ref-type="bibr" rid="B63">Solheim et al., 2021</xref>), these data demonstrate that the interventions have similar benefits for both groups.</p>
<p>However, there are limitations to this study that must be considered and ideally overcome in future studies. Due to the sample size, the results cannot be generalized to the general population. In fact, it is necessary to replicate this study with a representative sample to overcome this limitation. It is also advisable to use a sample that includes a representative number of students identified with additional support needs. Students in the waitlist-control group had more experience with the test format than children in the intervention groups. Another limiting aspect concerns the time limitation for data collection and the lack of a follow-up to further explore the effects of the intervention. Finally, it is important to note that despite parents were asked not to interfere in the peer tutoring activity, this fact cannot be completed assured.</p>
<p>Despite the study&#x2019;s limitations, the findings support the positive impact that online peer tutoring can have on the promotion of students&#x2019; reading abilities. Overall, given the online peer tutoring format, the current study may pose a relevant contribution to the ongoing discussion about the development of effective strategies to promote reading abilities in the first years of school.</p>
</sec>
<sec id="S5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors upon reasonable request.</p>
</sec>
<sec id="S6">
<title>Ethics statement</title>
<p>Ethical review and approval was not required for the study on human participants in accordance with the local legislation and institutional requirements. Written informed consent to participate in this study was provided by the participants&#x2019; legal guardian/next of kin.</p>
</sec>
<sec id="S7">
<title>Author contributions</title>
<p>MS-F: conceptualization, study design, data analysis, and article editing and review. HM: conceptualization, data collection, and article editing. AV: data analysis and article writing. SA: study design, data analysis, and article writing. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="S8" sec-type="funding-information">
<title>Funding</title>
<p>This work was funded by the National Funds through the FCT-Funda&#x00E7;&#x00E3;o para a Ci&#x00EA;ncia e a Tecnologia, I.P., under the scope of the project UIDP/05198/2020 (Center for Research and Innovation in Education, inED).</p>
</sec>
<sec id="S9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="S10" sec-type="disclaimer">
<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>
<fn-group>
<fn id="footnote1"><label>1</label><p>In Portugal, support learning and inclusion measures are organized in three intervention levels: universal support (comprising practices or services made available for the purpose of promoting learning and success for all students, and thus not depending on the identification of special intervention needs); selective support (including practices or services aimed at students at higher risk of school failure or that show a need for complementary support), and additional support (refers to more frequent and intensive interventions, designed according the needs and potential of each student, implemented individually or in small groups, and usually longer).</p></fn>
</fn-group>
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