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    <front>
        <journal-meta>
            <journal-id journal-id-type="publisher-id">redie</journal-id>
            <journal-title-group>
                <journal-title>Revista electrónica de investigación educativa</journal-title>
                <abbrev-journal-title abbrev-type="publisher">REDIE</abbrev-journal-title>
            </journal-title-group>
            <issn pub-type="epub">1607-4041</issn>
            <publisher>
                <publisher-name>Universidad Autónoma de Baja California, Instituto de Investigación
                    y Desarrollo Educativo</publisher-name>
            </publisher>
        </journal-meta>
        <article-meta>
            <article-id pub-id-type="doi">10.24320/redie.2022.24.e24.4094</article-id>
            <article-id pub-id-type="other">00124</article-id>
            <article-categories>
                <subj-group subj-group-type="heading">
                    <subject>Artículos</subject>
                </subj-group>
            </article-categories>
            <title-group>
                <article-title>Benefits of Using the Learning Management System based on Flipped
                    Learning Methodology</article-title>
                <trans-title-group xml:lang="es">
                    <trans-title>Beneficios de utilizar el sistema de gestión de aprendizaje basado
                        en la metodología de aprendizaje invertido</trans-title>
                </trans-title-group>
            </title-group>
            <contrib-group>
                <contrib contrib-type="author">
                    <contrib-id contrib-id-type="orcid">0000-0001-8125-4990</contrib-id>
                    <name>
                        <surname>Pozo-Sánchez</surname>
                        <given-names>Santiago</given-names>
                    </name>
                    <xref ref-type="aff" rid="aff1"><sup>*</sup></xref>
                </contrib>
                <contrib contrib-type="author">
                    <contrib-id contrib-id-type="orcid">0000-0003-0753-7129</contrib-id>
                    <name>
                        <surname>Segura-Robles</surname>
                        <given-names>Adrián</given-names>
                    </name>
                    <xref ref-type="aff" rid="aff1"><sup>*</sup></xref>
                </contrib>
                <contrib contrib-type="author">
                    <contrib-id contrib-id-type="orcid">0000-0003-3191-2048</contrib-id>
                    <name>
                        <surname>Moreno-Guerrero</surname>
                        <given-names>Antonio José</given-names>
                    </name>
                    <xref ref-type="aff" rid="aff1"><sup>*</sup></xref>
                </contrib>
                <contrib contrib-type="author">
                    <contrib-id contrib-id-type="orcid">0000-0003-0823-3370</contrib-id>
                    <name>
                        <surname>López-Belmonte</surname>
                        <given-names>Jesús</given-names>
                    </name>
                    <xref ref-type="aff" rid="aff1"><sup>*</sup></xref>
                </contrib>
                <aff id="aff1">
                    <label>*</label>
                    <institution content-type="original">Universidad de Granada, Spain</institution>
                    <institution content-type="normalized">Universidad de Granada</institution>
                    <institution content-type="orgname">Universidad de Granada</institution>
                    <country country="ES">Spain</country>
                </aff>
            </contrib-group>
            <pub-date date-type="pub" publication-format="electronic">
                <day>02</day>
                <month>12</month>
                <year>2022</year>
            </pub-date>
            <pub-date date-type="collection" publication-format="electronic">
                <year>2022</year>
            </pub-date>
            <volume>24</volume>
            <elocation-id>e24</elocation-id>
            <history>
                <date date-type="received">
                    <day>18</day>
                    <month>04</month>
                    <year>2020</year>
                </date>
                <date date-type="accepted">
                    <day>02</day>
                    <month>12</month>
                    <year>2020</year>
                </date>
            </history>
            <permissions>
                <license license-type="open-access"
                    xlink:href="https://creativecommons.org/licenses/by-nc/4.0/" xml:lang="en">
                    <license-p>This is an open-access article distributed under the terms of the
                        Creative Commons Attribution License</license-p>
                </license>
            </permissions>
            <abstract>
                <title>Abstract</title>
                <p>Among the different tools that can be used in the implementation of flipped
                    learning, learning management systems stand out as one of the educational
                    technology systems that best solve problems related to usability, accessibility,
                    and evaluation. The objective of this study is to analyze the academic impact of
                    flipped learning through LMS platforms versus the use of flipped learning in
                    other non-interactive digital media, as traditional learning. For this, a
                    quasi-experimental design was used in a sample of 231 Spanish secondary school
                    students. A questionnaire was used to collect the data. The results show that
                    students who have followed the teaching-learning process with flipped learning
                    obtain better results than those who only apply the flipped learning method. It
                    is concluded that the use of an LMS during the application of the flipped
                    learning methodology contributes to an optimization of the general
                    teaching-learning process.</p>
            </abstract>
            <trans-abstract xml:lang="es">
                <title>Resumen</title>
                <p>Entre las diferentes herramientas que se pueden utilizar a la hora de implementar
                    el aprendizaje invertido, destacan los sistemas de gestión de aprendizaje (LMS)
                    como uno de los sistemas tecnológicos educativos que mejor resuelven problemas
                    relacionados con la usabilidad, accesibilidad y evaluación. El objetivo del
                    presente estudio consiste en analizar el impacto académico del aprendizaje
                    invertido a través de plataformas de aprendizaje invertido, frente al uso del
                    aprendizaje invertido en otros medios digitales no interactivos, a modo de
                    aprendizaje tradicional. Para ello, se siguió un diseño cuasi-experimental con
                    una muestra de 231 alumnos españoles de educación secundaria. Se utilizó un
                    cuestionario para recopilar los datos. Los resultados muestran que los alumnos
                    que siguieron el proceso de enseñanza-aprendizaje con aprendizaje invertido
                    obtienen mejores resultados que aquellos que aplican únicamente el método del
                    aprendizaje invertido. Se concluye que el uso de un LMS durante la aplicación de
                    la metodología del aprendizaje invertido contribuye a una optimización del
                    proceso general de enseñanza-aprendizaje.</p>
            </trans-abstract>
            <kwd-group xml:lang="en">
                <title><italic>Keywords:</italic></title>
                <kwd>assessment</kwd>
                <kwd>learning strategy</kwd>
                <kwd>secondary education</kwd>
                <kwd>educational innovation</kwd>
            </kwd-group>
            <kwd-group xml:lang="es">
                <title><italic>Palabras clave:</italic></title>
                <kwd>evaluación</kwd>
                <kwd>estrategia de aprendizaje</kwd>
                <kwd>educación secundaria</kwd>
                <kwd>innovación educativa</kwd>
            </kwd-group>
            <counts>
                <fig-count count="1"/>
                <table-count count="3"/>
                <equation-count count="0"/>
                <ref-count count="65"/>
                <page-count count="14"/>
            </counts>
        </article-meta>
    </front>
    <body>
        <sec sec-type="intro">
            <title>I. Introduction</title>
            <p>The reality of education today is characterized by the proliferation of methodologies
                that are highly adaptable to the needs of the current learner (<xref ref-type="bibr"
                    rid="B38">Llanos &amp; Bravo-Agapito, 2017</xref>). Under this premise, flipped
                learning is a methodological alternative to fulfill the demands of an education in
                which both information and communication technologies (ICTs) and students themselves
                stand as protagonists of the teaching-learning process (<xref ref-type="bibr"
                    rid="B18">Froehlich, 2018</xref>; <xref ref-type="bibr" rid="B65">Zainuddin et
                    al., 2019</xref>). Flipped learning began in the United States thanks to the
                training actions of teachers Jonathan Bergmann and Aaron Sams, aimed at providing
                digital audio-visual material to those students who could not attend class regularly
                    (<xref ref-type="bibr" rid="B7">Bergmann &amp; Sams, 2012</xref>). Since then,
                flipped learning has evolved and adapted to achieve a high degree of effectiveness
                and establish itself as a methodology with a growing number of followers (<xref
                    ref-type="bibr" rid="B19">Fuentes-Cabrera et al., 2020</xref>; <xref
                    ref-type="bibr" rid="B26">He et al., 2016</xref>; <xref ref-type="bibr"
                    rid="B47">Pozo et al., 2019</xref>; <xref ref-type="bibr" rid="B55"
                    >Segura-Robles et al., 2020</xref>).</p>
            <p>The flipped learning methodology consists in reversing the traditional learning
                processes (<xref ref-type="bibr" rid="B6">Bauer-Ramazani et al., 2016</xref>).
                Students use the after-school period to work with the theoretical and conceptual
                elements through digital tools (<xref ref-type="bibr" rid="B39">Long et al.,
                    2017</xref>; <xref ref-type="bibr" rid="B54">Schmidt &amp; Ralph, 2016</xref>)
                and allocate the time in the classroom to carrying out practical and dynamic
                activities under supervision by the teacher (<xref ref-type="bibr" rid="B17">El
                    Miedany, 2019</xref>). This enhances the protagonist role of the students (<xref
                    ref-type="bibr" rid="B58">Touron &amp; Santiago, 2015</xref>), who self-regulate
                and adapt their own educational process individually (<xref ref-type="bibr" rid="B9"
                    >Boelens et al., 2018</xref>; <xref ref-type="bibr" rid="B40">López et al.,
                    2019</xref>), allowing them to learn at times when they are more available,
                better able to access material, and more motivated (<xref ref-type="bibr" rid="B56"
                    >Shih &amp; Tsai, 2017</xref>).</p>
            <p>The main research on flipped learning has found that its implementation fosters
                student motivation and participation in training activities (<xref ref-type="bibr"
                    rid="B12">Chyr et al., 2017</xref>; <xref ref-type="bibr" rid="B30">Huang et
                    al., 2018</xref>; <xref ref-type="bibr" rid="B59">Tse et al., 2019</xref>) that
                are configured under a collaborative approach (<xref ref-type="bibr" rid="B14"
                    >DeLozier &amp; Rhodes, 2017</xref>) that promotes socialization within the peer
                group (<xref ref-type="bibr" rid="B42">MacLeod et al., 2018</xref>). This
                cooperative climate allows a higher rate of development in problem solving (<xref
                    ref-type="bibr" rid="B10">Bognar et al., 2019</xref>; <xref ref-type="bibr"
                    rid="B48">Pozo et al., 2020</xref>), in the assimilation of curricular content
                    (<xref ref-type="bibr" rid="B34">Karabulut et al., 2018</xref>), in the
                achievement of didactic objectives (<xref ref-type="bibr" rid="B5">Awidi &amp;
                    Paynter, 2019</xref>), and thus in the grades attained by the students (<xref
                    ref-type="bibr" rid="B29">Hinojo-Lucena et al., 2018</xref>; <xref
                    ref-type="bibr" rid="B57">Sola et al., 2019</xref>).</p>
            <p>However, not all these potentialities of the flipped classroom are without
                limitations. Some authors have mentioned the need for high levels of abstraction in
                students in order to carry out activities (<xref ref-type="bibr" rid="B32">Hwang et
                    al., 2015</xref>), the inability shown by some students to solve problems (<xref
                    ref-type="bibr" rid="B10">Bognar et al., 2019</xref>; <xref ref-type="bibr"
                    rid="B44">Mengual-Andres et al., 2020</xref>), and the difficulties of accessing
                and managing learning platforms (<xref ref-type="bibr" rid="B31">Hwang &amp; Lai,
                    2017</xref>; <xref ref-type="bibr" rid="B40">López et al., 2019</xref>; <xref
                    ref-type="bibr" rid="B41">López-Belmonte et al., 2019</xref>; <xref
                    ref-type="bibr" rid="B64">Yilmaz, 2017</xref>). In reference to this last
                limitation, one of the different tools that can be used in implementing flipped
                learning is the learning management system (LMS), one of the educational technology
                systems best able to adapt to this type of methodology to overcome problems of
                accessibility and usability (<xref ref-type="bibr" rid="B2">Almarashdeh,
                2016</xref>; <xref ref-type="bibr" rid="B51">Rhode et al., 2017</xref>).</p>
            <p>We understand that LMSs are tools intended for the administration of high-volume
                information banks. These tools are used together in digital frameworks that allow
                the generation of content, practical activities, and assessment tools (<xref
                    ref-type="bibr" rid="B21">Gilhooly, 2001</xref>). These types of tools allow
                multiple courses to be managed at once with a multitude of students, who can
                register and log in to the platform to complete the different courses and carry out
                flexible assessment processes (<xref ref-type="bibr" rid="B20">Gallagher,
                    2007</xref>), all based on a functional, intuitive, and simple interface (<xref
                    ref-type="bibr" rid="B23">Hall, 2002</xref>) with a high level of digital
                security (<xref ref-type="bibr" rid="B8">Biech, 2008</xref>).</p>
            <p>This produces a dynamic educational context that takes advantage of the learning
                management capacity offered by technology to improve the academic performance of
                students (<xref ref-type="bibr" rid="B45">Mwalumbwe &amp; Mtebe, 2017</xref>; <xref
                    ref-type="bibr" rid="B24">Han &amp; Sug-Shin, 2016</xref>) and their
                satisfaction during the teaching-learning process (<xref ref-type="bibr" rid="B50"
                    >Ramírez-Correa et al., 2017</xref>), and bring about positive effects on
                interaction and collaboration (<xref ref-type="bibr" rid="B16">Dias et al.,
                    2017</xref>; <xref ref-type="bibr" rid="B22">Hadjileontiadou et al.,
                2015</xref>). <xref ref-type="bibr" rid="B62">Watson and Watson (2007)</xref> affirm
                that the defining characteristics of the LMS are based on the ability to provide
                individualized teaching units incorporated into a standardized curriculum. Courses
                are expanded taking into account the progression of levels and degrees of
                difficulty, individual compilations of student results, and finally, a
                teaching-learning process configured with a focus on the particularities of each
                student.</p>
            <p>
                <xref ref-type="bibr" rid="B53">Santiago and Bergman (2018)</xref> explain the use
                of the LMS as a cycle based on learning analytics:</p>
            <p>
                <list list-type="bullet">
                    <list-item>
                        <p>Students’ use of an LMS allows effective interaction with the teacher,
                            the optimal distribution of content, and the individualization of the
                            assessment process.</p>
                    </list-item>
                    <list-item>
                        <p>The data is collected and stored in a database, which can be used to make
                            predictions that guide the learning process and provide feedback that
                            guides the student towards the achievement of the objectives. Students
                            receive digital teaching material tailored to their interests and
                            needs.</p>
                    </list-item>
                    <list-item>
                        <p>Teachers manage and develop the entire process, and are able to intervene
                            whenever they see fit.</p>
                    </list-item>
                </list>
            </p>
            <p>Currently, there are many LMSs available for use in education. Moodle, one of the
                most relevant platforms, focuses on the social constructivist perspective of
                learning, allowing it to integrate tools for individualized creation of H5P content,
                while also being compatible with PHP7 (<xref ref-type="bibr" rid="B36">Kerimbayev et
                    al., 2017</xref>). Google Classroom, meanwhile, has an increasing number of
                users within the educational field thanks to the effectiveness of the compendium of
                Google Apps for Education applications, all organized as a cloud-based educational
                management tool (<xref ref-type="bibr" rid="B49">Ramadhani et al., 2019</xref>). On
                the other hand, Chamilo is a tool based on the use of resources in the Sharable
                Content Object Reference Model (SCORM) format and is much more focused on
                interactive and social aspects (<xref ref-type="bibr" rid="B4">Ardila et al.,
                    2015</xref>). Also worth noting is WordPress, a digital tool that is not an LMS
                itself but can combine with certain utilities allowing them to be used as such, in a
                simple and intuitive way (<xref ref-type="bibr" rid="B25">Harris &amp; Rea,
                    2019</xref>).</p>
            <p>In recent years, research has emerged that analyzes the specific effects of using
                LMSs on flipped learning methodology, showing that LMSs are a permanent, key factor
                in optimizing flipped learning. <xref ref-type="bibr" rid="B46">Nouri et al.
                    (2019)</xref> explain that these systems allow the students’ tasks to be
                monitored while allowing individualized comments to be made to support their
                learning progress. In this way, the flipped classroom takes advantage of these
                management tools to insert didactic sessions in video and digital content, enabling
                increased student engagement with content and materials and enhancing student
                self-regulation and the teacher’s capacity for intervention.</p>
            <p>In a similar way, <xref ref-type="bibr" rid="B3">Andujar et al. (2020)</xref> place
                special emphasis on the insight provided to teachers as to the student’s current
                position in the teaching-learning process, in addition to the fact that teachers are
                able to exercise control specific to the actions carried out by students within the
                management platform when working with the curricular materials or performing tasks.
                    <xref ref-type="bibr" rid="B35">Karaca and Akif (2017)</xref> affirm that the
                increase in teacher interaction becomes especially important during corrections of
                the evaluation tests, since the management platforms allow the valid answers to be
                disclosed and make it possible to insert video links with specific explanations or
                redirect students to various materials individually to plug any gaps in their
                learning.</p>
            <p>Likewise, other authors who have analyzed the effects of using LMSs in flipped
                learning have found improvements in student engagement and participation, all based
                on a self-reflective and self-evaluative learning culture that favors the
                performance of activities based on problem solving (<xref ref-type="bibr" rid="B60"
                    >Wang, 2017</xref>). This pedagogical combination allows students to become
                involved and motivated in the teaching-learning process based on a varied and
                dynamic interaction with the assessment tests (multiple choice, true and false,
                short answer, open-ended answer, etc.) and with the curricular content and learning
                materials (<xref ref-type="bibr" rid="B35">Karaca &amp; Akif, 2017</xref>).</p>
            <sec>
                <title>1.1 Objectives and research questions</title>
                <p>In recent years, the impact literature has revealed that flipped learning and LMS
                    platforms have great potential in teaching-learning processes, as shown by their
                    influence on various academic indicators such as social interaction, motivation
                    to learn, cognitive aspects, and the students’ own grades in assessment tests
                        (<xref ref-type="bibr" rid="B5">Awidi &amp; Paynter, 2019</xref>; <xref
                        ref-type="bibr" rid="B9">Boelens et al., 2018</xref>; <xref ref-type="bibr"
                        rid="B10">Bognar et al., 2019</xref>; <xref ref-type="bibr" rid="B14"
                        >DeLozier &amp; Rhodes, 2017</xref>; <xref ref-type="bibr" rid="B29"
                        >Hinojo-Lucena et al., 2018</xref>; <xref ref-type="bibr" rid="B57">Sola et
                        al., 2019</xref>; <xref ref-type="bibr" rid="B30">Huang et al., 2018</xref>;
                        <xref ref-type="bibr" rid="B34">Karabulut et al. 2018</xref>; <xref
                        ref-type="bibr" rid="B42">MacLeod et al., 2018</xref>; <xref ref-type="bibr"
                        rid="B56">Shih &amp; Tsai, 2017</xref>; <xref ref-type="bibr" rid="B58"
                        >Touron &amp; Santiago, 2015</xref>).</p>
                <p>This study aims to analyze the academic incidence of flipped learning through LMS
                    platforms compared to the use of flipped learning in other non-interactive
                    digital media. The following specific objectives are derived from the general
                    line of inquiry for the research. Likewise, the various research questions (RQ)
                    associated with each objective are presented below.</p>
                <p>1)To determine the methodological influence at the social level.</p>
                <p>
                    <list list-type="bullet">
                        <list-item>
                            <p>RQ1: Does the type of flipped learning influence the possibility of
                                working with other colleagues?</p>
                        </list-item>
                        <list-item>
                            <p>RQ2: Does the type of flipped learning influence interaction between
                                students?</p>
                        </list-item>
                    </list>
                </p>
                <p>2)To find out the methodological influence at the cognitive level.</p>
                <p>
                    <list list-type="bullet">
                        <list-item>
                            <p>RQ3: Does the type of flipped learning influence critical thinking
                                work?</p>
                        </list-item>
                        <list-item>
                            <p>RQ4: Does the type of flipped learning influence interaction with the
                                teacher?</p>
                        </list-item>
                        <list-item>
                            <p>RQ5: Does the type of flipped learning improve access to learning
                                content?</p>
                        </list-item>
                        <list-item>
                            <p>RQ6: Does the type of flipped learning influence the quality of
                                materials for the learning style?</p>
                        </list-item>
                        <list-item>
                            <p>RQ7: Does the type of flipped learning influence the scope of
                                knowledge in different ways?</p>
                        </list-item>
                    </list>
                </p>
                <p>3)To discover the methodological influence at the motivational level.</p>
                <p>
                    <list list-type="bullet">
                        <list-item>
                            <p>RQ8: Does the type of flipped learning influence a formative action
                                according to the needs of the students?</p>
                        </list-item>
                        <list-item>
                            <p>RQ9: Does the type of flipped learning influence the process by which
                                decisions are made on student learning?</p>
                        </list-item>
                        <list-item>
                            <p>RQ10: Does the type of flipped learning influence whether the teacher
                                takes into account the interests and strengths of the students?</p>
                        </list-item>
                        <list-item>
                            <p>RQ11: Does the type of flipped learning influence the effectiveness
                                and practicality of learning?</p>
                        </list-item>
                        <list-item>
                            <p>RQ12: Does the type of flipped learning influence teachers’ knowledge
                                of students?</p>
                        </list-item>
                    </list>
                </p>
                <p>4)To gain insight into the methodological influence on student grades.</p>
                <p>
                    <list list-type="bullet">
                        <list-item>
                            <p>RQ13: Does the type of flipped learning influence the grades achieved
                                by students in assessment tests?</p>
                        </list-item>
                    </list>
                </p>
            </sec>
        </sec>
        <sec sec-type="methods">
            <title>II. Methodology</title>
            <p>The scope of the objectives and the answers to the research questions were pursued
                through a post-test quasi-experimental design with a descriptive and correlational
                scope, based on a quantitative research methodology. To perform this research
                adequately, we followed the guidelines of experts in this type of study (<xref
                    ref-type="bibr" rid="B27">Hernandez et al., 2014</xref>; <xref ref-type="bibr"
                    rid="B52">Rodriguez, 2011</xref>). Likewise, we employed the analytical
                structure of studies in recent years in order to implement a study model validated
                by experts (<xref ref-type="bibr" rid="B28">Hinojo et al., 2020</xref>; <xref
                    ref-type="bibr" rid="B47">Pozo et al., 2019</xref>). Two study groups - a
                control group (CG) and an experimental group (EG) - were established in this
                research. The CG engaged in flipped learning with audio-visual content hosted on a
                non-interactive website. The EG, on the other hand, used flipped learning with an
                LMS to house the ready-made teaching materials. This design gives rise to two types
                of variables: the medium where the contents are housed as the independent variable,
                and the efficacy obtained in the academic indicators as the dependent variable.</p>
            <p>Basic statistics such as the mean (M) and standard deviation (SD) were used. The
                distribution trend was determined with the skewness (Skw) and kurtosis (Kme) tests.
                The means between the analysis groups were compared with Student’s t test (tn1 + n2
                - 2). Furthermore, the strength of association and the size of the effect were
                obtained with Cohen’s d and the biserial correlation (rxy). The data were analyzed
                with Statistical Package for the Social Sciences (SPSS) v.25, with a significance
                level of p &lt; 0.05.</p>
            <p>A total of 231 Spanish secondary school students participated in this didactic
                learning experience. These subjects were chosen through purposive sampling, due to
                the researchers’ close contact with the school in question. The sample size in this
                type of research does not influence, alter, or bias the results; this has been
                previously verified by experts (<xref ref-type="bibr" rid="B11">Chou &amp; Feng,
                    2019</xref>; <xref ref-type="bibr" rid="B63">Yılmaz &amp; Soyer,
                2018</xref>).</p>
            <p>The selected sample was made up of 41.9% boys and the rest girls, with an average age
                of 13 years (SD = 1.48), in the first year of secondary education in the Spanish
                education system.</p>
            <p>Eight groups of students with the aforementioned characteristics were taken. The
                composition of the groups was natural, that is, they corresponded exactly to the
                groups taught in the school at that level (n = 8). This configuration gave rise to
                two group types. A total of four groups were formed as control groups (CG1, n = 30;
                CG2, n = 30; CG3, n = 29; CG4, n = 27), while four others were experimental groups
                (EG1, n = 30; EG2, n = 29; EG3, n = 29; EG4, n = 27). Students were randomly
                assigned to each type of group. The experience was carried out over the last three
                months of the 2019-2020 school year.</p>
            <p>An ad hoc questionnaire was designed and used to collect data, with various
                instruments widely validated by the scientific literature taken as a reference
                    (<xref ref-type="bibr" rid="B15">den Brok et al., 2006</xref>; <xref
                    ref-type="bibr" rid="B37">Kyrgiridis et al., 2014</xref>; <xref ref-type="bibr"
                    rid="B61">Watson &amp; Glaser, 2002</xref>). Ad hoc questionnaires are
                specifically designed for research, based on other validated questionnaires from the
                scientific literature (<xref ref-type="bibr" rid="B1">Achilli, 2005</xref>).</p>
            <p>The final questionnaire is made up of two well-differentiated blocks. The first block
                encompasses all the classic sociodemographic variables in educational research
                (gender, age, educational stage). The second block covers other items, ordered
                according to the different dimensions of the study objective, notably the ability of
                flipped learning to develop:</p>
            <p>
                <list list-type="simple">
                    <list-item>
                        <p>- Peer work: possibilities for collaborative work with other
                            classmates.</p>
                    </list-item>
                    <list-item>
                        <p>- Peer interaction: development of interaction between students.</p>
                    </list-item>
                    <list-item>
                        <p>- Critical thinking: development of analytical capacity and rational
                            thinking.</p>
                    </list-item>
                    <list-item>
                        <p>- Teacher interaction: development of interaction and communication
                            between teacher and students.</p>
                    </list-item>
                    <list-item>
                        <p>- Content access: ease of accessing physical and digital teaching
                            materials.</p>
                    </list-item>
                    <list-item>
                        <p>- Learning materials: adaptability of teaching materials to different
                            learning styles.</p>
                    </list-item>
                    <list-item>
                        <p>- Knowledge forms: potential to demonstrate knowledge in various
                            ways.</p>
                    </list-item>
                    <list-item>
                        <p>- Pace: potential for students to work at their own pace.</p>
                    </list-item>
                    <list-item>
                        <p>- Decisions: ability to empower the student to make decisions.</p>
                    </list-item>
                    <list-item>
                        <p>- Interests-strengths: teacher’s ability to consider the interests and
                            strengths of the student.</p>
                    </list-item>
                    <list-item>
                        <p>- Effectiveness: potential to promote active and experiential
                            learning.</p>
                    </list-item>
                    <list-item>
                        <p>- Student knowledge: teacher’s ability to obtain more information about
                            and better know students.</p>
                    </list-item>
                    <list-item>
                        <p>- Student grades: final grades obtained at the end of the course by
                            students.</p>
                    </list-item>
                </list>
            </p>
            <p>To select the various items that were to comprise the final questionnaire, we
                followed a number of inclusion criteria. On the one hand, we included items that
                allowed us to collect data on the different dimensions that made up the objectives
                of the study. At the same time, these items should be concise and short, to avoid
                tiring students. Exclusion criteria were also established, eliminating, for example,
                any items that may have led to confusion or which were discarded by the expert panel
                that we consulted, thus avoiding an excessive number of questions.</p>
            <p>The expert panel gave a few recommendations to improve the questionnaire, like
                reducing the number of questions or rephrasing some items. Feedback was analyzed
                with Kendall’s W to determine the concordance and relevance of the judgments made (W
                = 0.83). This is a classic statistic employed to evaluate concordance between
                experts (<xref ref-type="bibr" rid="B13">Craigie et al., 2002</xref>).</p>
            <p>The questionnaire employs a 4-point Likert scale. A 5-point scale was not used to
                prevent participants from tending to respond centrally (<xref ref-type="bibr"
                    rid="B43">Matas, 2018</xref>). Finally, <xref ref-type="table" rid="t1">Table
                    1</xref> presents the reliability and validity scores obtained.</p>
            <p>
                <table-wrap id="t1">
                    <label>Table 1</label>
                    <caption>
                        <title>Reliability and validity index scores for the attitudinal
                            factor</title>
                    </caption>
                    <table>
                        <colgroup>
                            <col/>
                            <col/>
                            <col/>
                            <col/>
                            <col/>
                        </colgroup>
                        <thead>
                            <tr>
                                <th align="left" style="border-top: 1px solid black; border-bottom: 1px solid black">Dimensions</th>
                                <th align="center" style="border-top: 1px solid black; border-bottom: 1px solid black">α</th>
                                <th align="center" style="border-top: 1px solid black; border-bottom: 1px solid black">CR</th>
                                <th align="center" style="border-top: 1px solid black; border-bottom: 1px solid black">AVE</th>
                                <th align="center" style="border-top: 1px solid black; border-bottom: 1px solid black">MSV</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left">Peer work</td>
                                <td align="center">0.862</td>
                                <td align="center">0.80</td>
                                <td align="center">0.61</td>
                                <td align="center">0.58</td>
                            </tr>
                            <tr>
                                <td align="left">Peer interaction</td>
                                <td align="center">0.85</td>
                                <td align="center">0.83</td>
                                <td align="center">0.60</td>
                                <td align="center">0.47</td>
                            </tr>
                            <tr>
                                <td align="left">Critical thinking</td>
                                <td align="center">0.881</td>
                                <td align="center">0.81</td>
                                <td align="center">0.68</td>
                                <td align="center">0.51</td>
                            </tr>
                            <tr>
                                <td align="left">Teacher interaction</td>
                                <td align="center">0.813</td>
                                <td align="center">0.89</td>
                                <td align="center">0.81</td>
                                <td align="center">0.35</td>
                            </tr>
                            <tr>
                                <td align="left">Content access</td>
                                <td align="center">0.835</td>
                                <td align="center">0.91</td>
                                <td align="center">0.74</td>
                                <td align="center">0.36</td>
                            </tr>
                            <tr>
                                <td align="left">Learning materials</td>
                                <td align="center">0.84</td>
                                <td align="center">0.77</td>
                                <td align="center">0.80</td>
                                <td align="center">0.40</td>
                            </tr>
                            <tr>
                                <td align="left">Knowledge forms</td>
                                <td align="center">0.82</td>
                                <td align="center">0.87</td>
                                <td align="center">0.70</td>
                                <td align="center">0.41</td>
                            </tr>
                            <tr>
                                <td align="left">Pace</td>
                                <td align="center">0.83</td>
                                <td align="center">0.86</td>
                                <td align="center">0.72</td>
                                <td align="center">0.39</td>
                            </tr>
                            <tr>
                                <td align="left">Decisions</td>
                                <td align="center">0.81</td>
                                <td align="center">0.89</td>
                                <td align="center">0.79</td>
                                <td align="center">0.40</td>
                            </tr>
                            <tr>
                                <td align="left">Interests-strengths</td>
                                <td align="center">0.83</td>
                                <td align="center">0.85</td>
                                <td align="center">0.85</td>
                                <td align="center">0.13</td>
                            </tr>
                            <tr>
                                <td align="left">Effectiveness</td>
                                <td align="center">0.91</td>
                                <td align="center">0.83</td>
                                <td align="center">0.79</td>
                                <td align="center">0.52</td>
                            </tr>
                            <tr>
                                <td align="left">Student knowledge</td>
                                <td align="center">0.89</td>
                                <td align="center">0.89</td>
                                <td align="center">0.69</td>
                                <td align="center">0.41</td>
                            </tr>
                            <tr>
                                <td align="left" style="border-bottom: 1px solid black">Grades*</td>
                                <td align="center" style="border-bottom: 1px solid black">---</td>
                                <td align="center" style="border-bottom: 1px solid black">---</td>
                                <td align="center" style="border-bottom: 1px solid black">---</td>
                                <td align="center" style="border-bottom: 1px solid black">---</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <fn id="TFN1">
                            <p><italic>Note:</italic> CR = Composite Reliability; AVE = Average
                                Variance Extracted; MSV = Maximum shared squared variance.</p>
                        </fn>
                        <fn id="TFN2">
                            <p>* Grades are collected with a single dimension, based on the grade
                                obtained by the students.</p>
                        </fn>
                    </table-wrap-foot>
                </table-wrap>
            </p>
            <p>After participants were assigned to the study groups, the different educational
                methodologies were applied. The CG students carried out a didactic unit based on
                flipped learning with audio-visual content that did not allow interaction between
                students or with the teacher. They could only view the teaching materials hosted on
                a web server. The EG students carried out a didactic unit based on flipped learning
                with instructional material on an LMS platform that allowed all kinds of
                interactions (chat messaging, thematic discussion forums, private messages to the
                teacher, private messages between students, and public messages in each of the
                sections that contained the videos).</p>
            <p>The same type of class activities were carried out in all the groups. The
                face-to-face educational tasks focused on inquiry, collaboration, and problem
                solving by students. The audio-visual educational material was prepared by two
                teachers from the school in question, experts in this type of active learning
                methodology. These same teachers implemented the necessary methodology to carry out
                the research.</p>
            <p>Once the didactic unit was completed, the questionnaire was administered in order to
                collect measurements. The data collected was statistically processed to achieve
                precise results to achieve the proposed objectives and answer each of the research
                questions.</p>
            <p>This research was framed in accordance with the ethical principles expressed in the
                Declaration of Helsinki. Prior to involving the students, the research project was
                approved by the academic committee of the school itself, and informed consent was
                obtained from the participants.</p>
        </sec>
        <sec sec-type="results">
            <title>III. Results</title>
            <p>The results found in the descriptive analysis show that the means achieved by the
                experimental group are superior to those of the control group in all the dimensions
                analyzed. The averages achieved in all dimensions, both in the control group and in
                the experimental group, are above 2.5, which demonstrates a medium-high evaluation
                by students of the general application of flipped learning. The distribution of the
                sample is normal, since the values of asymmetry and kurtosis are between -1.96 and
                +1.96 (<xref ref-type="bibr" rid="B33">Jöreskog &amp; Moustaki, 2001</xref>). The
                standard deviation of both the control and experimental group dimensions shows an
                equal impact among the students. All cases are platikurtic, except for the students’
                decision-making about their learning, which is mesokurtic (<xref ref-type="table"
                    rid="t2">Table 2</xref>).</p>
            <p>
                <table-wrap id="t2">
                    <label>Table 2</label>
                    <caption>
                        <title>Results obtained for the study dimensions in the Control Group and
                            Experimental Group</title>
                    </caption>
                    <table>
                        <colgroup>
                            <col/>
                            <col/>
                            <col span="3"/>
                            <col span="4"/>
                        </colgroup>
                        <thead>
                            <tr>
                                <th align="center" style="border-top: 1px solid black; border-bottom: 1px solid black; background-color: #bfbfbf"> </th>
                                <th align="center" style="border-top: 1px solid black; border-bottom: 1px solid black; background-color: #bfbfbf"> </th>
                                <th align="center" colspan="4" style="border-top: 1px solid black; border-bottom: 1px solid black; background-color: #bfbfbf">Likert scale n (%)</th>
                                <th align="center" colspan="4" style="border-top: 1px solid black; border-bottom: 1px solid black; background-color: #bfbfbf">Parameters</th>
                            </tr>
                            <tr>
                                <th align="center" style="border-bottom: 1px solid black"> </th>
                                <th align="left" style="border-bottom: 1px solid black">Dimensions</th>
                                <th align="center" style="border-bottom: 1px solid black">Not at all</th>
                                <th align="center" style="border-bottom: 1px solid black">A little</th>
                                <th align="center" style="border-bottom: 1px solid black">Somewhat</th>
                                <th align="center" style="border-bottom: 1px solid black">Completely</th>
                                <th align="center" style="border-bottom: 1px solid black">M</th>
                                <th align="center" style="border-bottom: 1px solid black">SD</th>
                                <th align="center" style="border-bottom: 1px solid black">Skw</th>
                                <th align="center" style="border-bottom: 1px solid black">Kme</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="center" rowspan="13" style="border-bottom: 1px solid black; transform: rotate(270deg)">Control group</td>
                                <td align="left">Peer work</td>
                                <td align="center">12(10.3)</td>
                                <td align="center">40(34.5)</td>
                                <td align="center">45(38.8)</td>
                                <td align="center">19(16.4)</td>
                                <td align="center">2.61</td>
                                <td align="center">.882</td>
                                <td align="center">-.078</td>
                                <td align="center">-.690</td>
                            </tr>
                            <tr>
                                <td align="left">Peer interaction</td>
                                <td align="center">9(7.8)</td>
                                <td align="center">45(38.8)</td>
                                <td align="center">41(35.3)</td>
                                <td align="center">21(18.1)</td>
                                <td align="center">2.64</td>
                                <td align="center">.869</td>
                                <td align="center">.051</td>
                                <td align="center">-.744</td>
                            </tr>
                            <tr>
                                <td align="left">Critical thinking</td>
                                <td align="center">12(10.3)</td>
                                <td align="center">36(31)</td>
                                <td align="center">46(39.7)</td>
                                <td align="center">22(19)</td>
                                <td align="center">2.67</td>
                                <td align="center">.902</td>
                                <td align="center">-.169</td>
                                <td align="center">-.725</td>
                            </tr>
                            <tr>
                                <td align="left">Teacher interaction</td>
                                <td align="center">14(12.1)</td>
                                <td align="center">36(31)</td>
                                <td align="center">53(45.7)</td>
                                <td align="center">13(11.2)</td>
                                <td align="center">2.56</td>
                                <td align="center">.847</td>
                                <td align="center">-.236</td>
                                <td align="center">-.515</td>
                            </tr>
                            <tr>
                                <td align="left">Content access</td>
                                <td align="center">17(14.7)</td>
                                <td align="center">31(26.7)</td>
                                <td align="center">59(50.9)</td>
                                <td align="center">9(7.8)</td>
                                <td align="center">2.52</td>
                                <td align="center">.938</td>
                                <td align="center">-.415</td>
                                <td align="center">-.511</td>
                            </tr>
                            <tr>
                                <td align="left">Learning materials</td>
                                <td align="center">10(8.6)</td>
                                <td align="center">36(31)</td>
                                <td align="center">50(43.1)</td>
                                <td align="center">20(17.2)</td>
                                <td align="center">2.69</td>
                                <td align="center">.859</td>
                                <td align="center">-.189</td>
                                <td align="center">-.570</td>
                            </tr>
                            <tr>
                                <td align="left">Knowledge forms</td>
                                <td align="center">14(12.1)</td>
                                <td align="center">35(30.2)</td>
                                <td align="center">42(36.2)</td>
                                <td align="center">25(21.6)</td>
                                <td align="center">2.67</td>
                                <td align="center">.949</td>
                                <td align="center">-.167</td>
                                <td align="center">-.879</td>
                            </tr>
                            <tr>
                                <td align="left">Pace</td>
                                <td align="center">7(6)</td>
                                <td align="center">38(32.8)</td>
                                <td align="center">49(42.2)</td>
                                <td align="center">22(19)</td>
                                <td align="center">2.74</td>
                                <td align="center">.835</td>
                                <td align="center">-.117</td>
                                <td align="center">-.610</td>
                            </tr>
                            <tr>
                                <td align="left">Decisions</td>
                                <td align="center">9(7.8)</td>
                                <td align="center">29(25)</td>
                                <td align="center">56(48.3)</td>
                                <td align="center">22(19)</td>
                                <td align="center">2.78</td>
                                <td align="center">.842</td>
                                <td align="center">-.371</td>
                                <td align="center">-.344</td>
                            </tr>
                            <tr>
                                <td align="left">Interests-strengths</td>
                                <td align="center">16(13.8)</td>
                                <td align="center">28(24.1)</td>
                                <td align="center">53(45.7)</td>
                                <td align="center">19(16.4)</td>
                                <td align="center">2.65</td>
                                <td align="center">.916</td>
                                <td align="center">-.340</td>
                                <td align="center">-.646</td>
                            </tr>
                            <tr>
                                <td align="left">Effectiveness</td>
                                <td align="center">6(5.2)</td>
                                <td align="center">37(31.9)</td>
                                <td align="center">54(46.6)</td>
                                <td align="center">19(16.4)</td>
                                <td align="center">2.74</td>
                                <td align="center">.793</td>
                                <td align="center">-.141</td>
                                <td align="center">-.427</td>
                            </tr>
                            <tr>
                                <td align="left">Student knowledge</td>
                                <td align="center">13(11.2)</td>
                                <td align="center">29(25)</td>
                                <td align="center">51(44)</td>
                                <td align="center">23(19.8)</td>
                                <td align="center">2.72</td>
                                <td align="center">.910</td>
                                <td align="center">-.338</td>
                                <td align="center">-.617</td>
                            </tr>
                            <tr>
                                <td align="left" style="border-bottom: 1px solid black">Grades</td>
                                <td align="center" style="border-bottom: 1px solid black">9(7.8)</td>
                                <td align="center" style="border-bottom: 1px solid black">34(29.3)</td>
                                <td align="center" style="border-bottom: 1px solid black">52(44.8)</td>
                                <td align="center" style="border-bottom: 1px solid black">21(18.1)</td>
                                <td align="center" style="border-bottom: 1px solid black">2.73</td>
                                <td align="center" style="border-bottom: 1px solid black">.848</td>
                                <td align="center" style="border-bottom: 1px solid black">-.239</td>
                                <td align="center" style="border-bottom: 1px solid black">-.506</td>
                            </tr>
                            <tr>
                                <td align="center" rowspan="12" style="; transform: rotate(270deg)">Experimental group</td>
                                <td align="left">Peer work</td>
                                <td align="center">8(7)</td>
                                <td align="center">31(27)</td>
                                <td align="center">43(37.4)</td>
                                <td align="center">33(28.7)</td>
                                <td align="center">2.88</td>
                                <td align="center">.909</td>
                                <td align="center">-.325</td>
                                <td align="center">-.780</td>
                            </tr>
                            <tr>
                                <td align="left">Peer interaction</td>
                                <td align="center">7(6.1)</td>
                                <td align="center">33(28.7)</td>
                                <td align="center">39(33.9)</td>
                                <td align="center">36(31.3)</td>
                                <td align="center">2.90</td>
                                <td align="center">.917</td>
                                <td align="center">-.293</td>
                                <td align="center">-.914</td>
                            </tr>
                            <tr>
                                <td align="left">Critical thinking</td>
                                <td align="center">6(5.2)</td>
                                <td align="center">29(25.2)</td>
                                <td align="center">45(39.1)</td>
                                <td align="center">35(30.4)</td>
                                <td align="center">2.95</td>
                                <td align="center">.877</td>
                                <td align="center">-.374</td>
                                <td align="center">-.695</td>
                            </tr>
                            <tr>
                                <td align="left">Teacher interaction</td>
                                <td align="center">7(6.1)</td>
                                <td align="center">26(22.6)</td>
                                <td align="center">42(36.5)</td>
                                <td align="center">40(34.8)</td>
                                <td align="center">3.00</td>
                                <td align="center">.908</td>
                                <td align="center">-.501</td>
                                <td align="center">-.660</td>
                            </tr>
                            <tr>
                                <td align="left">Content access</td>
                                <td align="center">8(7)</td>
                                <td align="center">33(28.7)</td>
                                <td align="center">37(32.2)</td>
                                <td align="center">37(32.2)</td>
                                <td align="center">2.90</td>
                                <td align="center">.940</td>
                                <td align="center">-.304</td>
                                <td align="center">-.955</td>
                            </tr>
                            <tr>
                                <td align="left">Learning materials</td>
                                <td align="center">7(6.1)</td>
                                <td align="center">23(20)</td>
                                <td align="center">50(43.5)</td>
                                <td align="center">35(30.4)</td>
                                <td align="center">2.98</td>
                                <td align="center">.868</td>
                                <td align="center">-.539</td>
                                <td align="center">-.364</td>
                            </tr>
                            <tr>
                                <td align="left">Knowledge forms</td>
                                <td align="center">5(4.3)</td>
                                <td align="center">32(27.8)</td>
                                <td align="center">38(33)</td>
                                <td align="center">40(34.8)</td>
                                <td align="center">2.98</td>
                                <td align="center">.898</td>
                                <td align="center">-.335</td>
                                <td align="center">-.950</td>
                            </tr>
                            <tr>
                                <td align="left">Pace</td>
                                <td align="center">6(5.2)</td>
                                <td align="center">24(20.9)</td>
                                <td align="center">47(40.9)</td>
                                <td align="center">38(33)</td>
                                <td align="center">3.02</td>
                                <td align="center">.868</td>
                                <td align="center">-.525</td>
                                <td align="center">-.471</td>
                            </tr>
                            <tr>
                                <td align="left">Decisions</td>
                                <td align="center">11(9.6)</td>
                                <td align="center">22(19.1)</td>
                                <td align="center">62(53.9)</td>
                                <td align="center">20(17.4)</td>
                                <td align="center">2.79</td>
                                <td align="center">.843</td>
                                <td align="center">-.570</td>
                                <td align="center">-.064</td>
                            </tr>
                            <tr>
                                <td align="left">Interests-strengths</td>
                                <td align="center">15(13)</td>
                                <td align="center">26(22.6)</td>
                                <td align="center">55(47.8)</td>
                                <td align="center">19(16.5)</td>
                                <td align="center">2.68</td>
                                <td align="center">.904</td>
                                <td align="center">-.403</td>
                                <td align="center">-.542</td>
                            </tr>
                            <tr>
                                <td align="left">Effectiveness</td>
                                <td align="center">4(3.5)</td>
                                <td align="center">28(24.3)</td>
                                <td align="center">46(40)</td>
                                <td align="center">37(32.2)</td>
                                <td align="center">3.01</td>
                                <td align="center">.843</td>
                                <td align="center">-.374</td>
                                <td align="center">-.702</td>
                            </tr>
                            <tr>
                                <td align="left">Student knowledge</td>
                                <td align="center">12(10.4)</td>
                                <td align="center">28(24.3)</td>
                                <td align="center">52(45.2)</td>
                                <td align="center">23(20)</td>
                                <td align="center">2.75</td>
                                <td align="center">.897</td>
                                <td align="center">-.369</td>
                                <td align="center">-.543</td>
                            </tr>
                            <tr>
                                <td align="center" style="border-bottom: 1px solid black"> </td>
                                <td align="left" style="border-bottom: 1px solid black">Grades</td>
                                <td align="center" style="border-bottom: 1px solid black">6(5.2)</td>
                                <td align="center" style="border-bottom: 1px solid black">25(21.7)</td>
                                <td align="center" style="border-bottom: 1px solid black">45(39.1)</td>
                                <td align="center" style="border-bottom: 1px solid black">39(33.9)</td>
                                <td align="center" style="border-bottom: 1px solid black">3.02</td>
                                <td align="center" style="border-bottom: 1px solid black">.878</td>
                                <td align="center" style="border-bottom: 1px solid black">-.508</td>
                                <td align="center" style="border-bottom: 1px solid black">-.557</td>
                            </tr>
                        </tbody>
                    </table>
                </table-wrap>
            </p>
            <p>The relationship among students in the experimental group shows significant
                differences in all the dimensions of the study. Students in the experimental group
                obtained higher values than the control group in almost all variables. However,
                similar results were observed between the two groups in the variables “Decisions”,
                “Interests-strengths”, and “Student knowledge” (<xref ref-type="fig" rid="f1">Figure
                    1</xref>).</p>
            <p>
                <fig id="f1">
                    <label>Figure 1</label>
                    <caption>
                        <title>Comparison between Control Group and Experimental Group</title>
                    </caption>
                    <graphic xlink:href="1607-4041-redie-24-e24-gf1.png"/>
                </fig>
            </p>
            <p>In this study, we analyzed the independence between classic flipped classrooms and
                LMS-associated flipped classrooms, applying Student’s t tests for independent
                samples. The data shown in the analysis demonstrate a very significant impact from
                student-teacher interaction and access to learning content being enhanced by the use
                of an LMS in conjunction with the flipped learning method. This shows the strength
                of association between media.</p>
            <p>The other dimensions show significant associations, except in students’ possibilities
                to make decisions about their learning and in teachers’ knowledge of the interests
                and strengths of students, where there is no significant relationship. The strength
                of association in this case is low. The size of the effect, according to Cohen’s d,
                is very low in all the dimensions analyzed (<xref ref-type="table" rid="t3">Table
                    3</xref>).</p>
            <p>
                <table-wrap id="t3">
                    <label>Table 3</label>
                    <caption>
                        <title>Independence between the Control Group and Experimental Group</title>
                    </caption>
                    <table>
                        <colgroup>
                            <col/>
                            <col/>
                            <col/>
                            <col/>
                            <col/>
                            <col/>
                        </colgroup>
                        <thead>
                            <tr>
                                <th align="left" style="border-top: 1px solid black; border-bottom: 1px solid black">Dimensions</th>
                                <th align="center" style="border-top: 1px solid black; border-bottom: 1px solid black">µ(X1-X2)</th>
                                <th align="center" style="border-top: 1px solid black; border-bottom: 1px solid black">tn1+n2-2</th>
                                <th align="center" style="border-top: 1px solid black; border-bottom: 1px solid black">df</th>
                                <th align="center" style="border-top: 1px solid black; border-bottom: 1px solid black">d</th>
                                <th align="center" style="border-top: 1px solid black; border-bottom: 1px solid black">rxy</th>
                            </tr>
                        </thead>
                        <tbody>
                            <tr>
                                <td align="left">Peer work</td>
                                <td align="center">-.266(2.61-2.88)</td>
                                <td align="center">-2.257*</td>
                                <td align="center">229</td>
                                <td align="center">-.013</td>
                                <td align="center">.148</td>
                            </tr>
                            <tr>
                                <td align="left">Peer interaction</td>
                                <td align="center">-.266(2.64-2.90)</td>
                                <td align="center">-2.266*</td>
                                <td align="center">229</td>
                                <td align="center">-.026</td>
                                <td align="center">.148</td>
                            </tr>
                            <tr>
                                <td align="left">Critical thinking</td>
                                <td align="center">-.275(2.67-2.95)</td>
                                <td align="center">-2.353*</td>
                                <td align="center">229</td>
                                <td align="center">-.002</td>
                                <td align="center">.154</td>
                            </tr>
                            <tr>
                                <td align="left">Teacher interaction</td>
                                <td align="center">-.440(2.56-3.00)</td>
                                <td align="center">-3.804**</td>
                                <td align="center">229</td>
                                <td align="center">-.007</td>
                                <td align="center">.244</td>
                            </tr>
                            <tr>
                                <td align="left">Content access</td>
                                <td align="center">-.378(2.52-2.90)</td>
                                <td align="center">-3.227**</td>
                                <td align="center">229</td>
                                <td align="center">.030</td>
                                <td align="center">.209</td>
                            </tr>
                            <tr>
                                <td align="left">Learning materials</td>
                                <td align="center">-.293(2.69-2.98)</td>
                                <td align="center">-2.578*</td>
                                <td align="center">229</td>
                                <td align="center">-.025</td>
                                <td align="center">.168</td>
                            </tr>
                            <tr>
                                <td align="left">Knowledge forms</td>
                                <td align="center">-.310(2.67-2.98)</td>
                                <td align="center">-2.552*</td>
                                <td align="center">229</td>
                                <td align="center">.017</td>
                                <td align="center">.166</td>
                            </tr>
                            <tr>
                                <td align="left">Pace</td>
                                <td align="center">-.276(2.74-3.02)</td>
                                <td align="center">-2.462*</td>
                                <td align="center">229</td>
                                <td align="center">-.033</td>
                                <td align="center">.161</td>
                            </tr>
                            <tr>
                                <td align="left">Decisions</td>
                                <td align="center">-.007(2.78-2.79)</td>
                                <td align="center">n.s.</td>
                                <td align="center">229</td>
                                <td align="center">-</td>
                                <td align="center">-</td>
                            </tr>
                            <tr>
                                <td align="left">Interests-strengths</td>
                                <td align="center">-.032(2.65-2.68)</td>
                                <td align="center">n.s.</td>
                                <td align="center">229</td>
                                <td align="center">-</td>
                                <td align="center">-</td>
                            </tr>
                            <tr>
                                <td align="left">Effectiveness</td>
                                <td align="center">-.267(2.74-3.01)</td>
                                <td align="center">-2.483*</td>
                                <td align="center">229</td>
                                <td align="center">-.017</td>
                                <td align="center">.162</td>
                            </tr>
                            <tr>
                                <td align="left">Student knowledge</td>
                                <td align="center">-.024(2.72-2.75)</td>
                                <td align="center">n.s.</td>
                                <td align="center">229</td>
                                <td align="center">-</td>
                                <td align="center">-</td>
                            </tr>
                            <tr>
                                <td align="left" style="border-bottom: 1px solid black">Grades</td>
                                <td align="center" style="border-bottom: 1px solid black">-.285(2.73-3.02)</td>
                                <td align="center" style="border-bottom: 1px solid black">-2.505*</td>
                                <td align="center" style="border-bottom: 1px solid black">229</td>
                                <td align="center" style="border-bottom: 1px solid black">-.015</td>
                                <td align="center" style="border-bottom: 1px solid black">.163</td>
                            </tr>
                        </tbody>
                    </table>
                    <table-wrap-foot>
                        <fn id="TFN3">
                            <p>*The correlation is significant at the .05 level. **The correlation
                                is significant at the .01 level.</p>
                        </fn>
                    </table-wrap-foot>
                </table-wrap>
            </p>
        </sec>
        <sec sec-type="discussion">
            <title>IV. Discussion</title>
            <p>The use of LMSs to apply the flipped learning methodology is increasingly widespread
                among the teaching community as a way to optimize the results of this methodological
                approach (<xref ref-type="bibr" rid="B3">Andujar et al., 2020</xref>). In addition,
                an LMS overcomes the limitation posed by flipped learning in terms of access and
                usability (<xref ref-type="bibr" rid="B2">Almarashdeh, 2016</xref>; <xref
                    ref-type="bibr" rid="B51">Rhode et al., 2017</xref>). The scientific literature
                has been nourished - especially in recent years - by various studies that have
                analyzed the impact of flipping learning moments together with these management
                platforms (<xref ref-type="bibr" rid="B25">Harris &amp; Rea, 2019</xref>; <xref
                    ref-type="bibr" rid="B36">Kerimbayev et al., 2017</xref>; <xref ref-type="bibr"
                    rid="B49">Ramadhani et al., 2019</xref>).</p>
            <p>As far as the interactive dimension is concerned, the results of this study show that
                the possibilities of working with other colleagues and the degree of interaction
                between colleagues are high in a flipped classroom, but this interaction becomes
                even more frequent if management tools are used during the teaching-learning
                process. These results are in line with other studies that have analyzed this aspect
                    (<xref ref-type="bibr" rid="B14">DeLozier &amp; Rhodes, 2017</xref>; <xref
                    ref-type="bibr" rid="B42">MacLeod et al., 2018</xref>).</p>
            <p>Regarding the cognitive aspect, and along the same lines as other studies, using an
                LMS during the application of flipped learning yields higher levels of optimization
                in dimensions related to critical thinking (<xref ref-type="bibr" rid="B60">Wang,
                    2017</xref>) and the degree of interaction with the teaching staff (<xref
                    ref-type="bibr" rid="B35">Karaca &amp; Akif, 2017</xref>; <xref ref-type="bibr"
                    rid="B53">Santiago &amp; Bergman, 2018</xref>). Likewise, positive results have
                also been obtained regarding access to content, the quality of learning materials
                and resources, and the variability of forms of knowledge acquisition, in line with
                findings reported by other authors (<xref ref-type="bibr" rid="B34">Karabulut et
                    al., 2018</xref>; (<xref ref-type="bibr" rid="B35">Karaca &amp; Akif,
                    2017</xref>; <xref ref-type="bibr" rid="B53">Santiago &amp; Bergman,
                2018</xref>).</p>
            <p>On the other hand, it is pertinent to highlight that, of all the dimensions analyzed,
                those related to motivation reflected the lowest level of significance. This study
                obtained relevant results from the application of an LMS in dimensions related to
                the adaptability of the methodology to student needs and in relation to the
                effectiveness and practicality of learning. These results are similar to those found
                in the scientific literature (<xref ref-type="bibr" rid="B40">López et al.,
                    2019</xref>; <xref ref-type="bibr" rid="B53">Santiago &amp; Bergman,
                2018</xref>). However, it has not been possible to verify that the use of an LMS in
                flipped learning affects dimensions related to decision-making, nor were we able to
                confirm that using an LMS helps to boost teachers’ knowledge of their students or
                teachers’ capacity to take into account the interests and strengths of students,
                contrary to the results of other similar studies (<xref ref-type="bibr" rid="B10"
                    >Bognar et al., 2019</xref>; <xref ref-type="bibr" rid="B44">Mengual-Andres et
                    al., 2020</xref>; <xref ref-type="bibr" rid="B53">Santiago &amp; Bergman,
                    2018</xref>).</p>
            <p>Regarding academic performance, the scores obtained by students who have used an LMS
                are slightly higher than those of students who have used digital media in the
                flipped classroom. This is consistent with results found in the scientific
                literature (<xref ref-type="bibr" rid="B29">Hinojo-Lucena et al., 2018</xref>; <xref
                    ref-type="bibr" rid="B57">Sola et al., 2019</xref>).</p>
        </sec>
        <sec sec-type="conclusions">
            <title>V. Conclusions</title>
            <p>This research has analyzed the impact of the use of an LMS or other digital media in
                the application of the flipped learning methodology at an interactive, cognitive,
                motivational, and academic performance level. At all these levels, the results allow
                us to conclude that using an LMS while applying the flipped learning methodology
                contributes to an optimization of the general teaching-learning process,
                particularly in interactive, cognitive, motivational, and academic performance
                aspects. The use of an LMS also makes it possible to overcome limitations related to
                student access to didactic contents.</p>
            <p>The main limitations encountered in implementing this research lie in the fact that
                the selected sampling technique was purposive. Thus, no sampling was carried out of
                the total population, so we recommend generalizing the results found in the study or
                extrapolating them to population samples with significant differences. On the other
                hand, access to the different schools was complex due to an excess of bureaucracy
                and poor training of teachers in some schools that had accepted the proposed
                intervention but lacked qualified staff to put it into practice.</p>
            <p>Despite the aforementioned limitations, this study aims to show and offer the
                scientific community and the teaching community an effective pedagogical approach in
                flipped learning, which can be greatly benefited and enhanced if combined with the
                use of an LMS. Therefore, our intention is to offer a forward-looking analysis that
                disseminates the benefits of using this methodology and encourages the scientific
                community to carry out contrasting analyses with respect to the data obtained in
                this study, from population samples of different characteristics. For this reason,
                as a future line of research, the team of researchers is developing a pilot study on
                the application of the flipped learning method with an LMS as part of a multi-stage
                analysis that considers the particularities of applying the methodology based on
                educational stage.</p>
            <p>This study has a series of implications, both theoretical and practical. On a
                theoretical level, this study contributes to the increase in scientific literature
                on the use of flipped learning, as a methodology, through virtual teaching
                platforms. This type of study provides more data to the scientific community. In
                addition, the research method employed, with a control group and an experimental
                group, may in the future enable meta-analyses with similar studies. Also, the
                theoretical framework developed may serve as a reference and a basis for other
                researchers who wish to carry out research on this line of study.</p>
            <p>On a practical level, this study may have various implications in education. The
                teaching method analyzed can be applied in various educational contexts,
                particularly at present, considering that the COVID-19 pandemic has led to changes
                in teaching-learning processes. For this reason, the teaching method analyzed can be
                a very efficient resource for developing the educational process with confidence. In
                addition, using virtual teaching platforms with the flipped learning method
                facilitates interaction between all those involved, which will allow for a more
                individualized and personalized knowledge of students. This brings with it more
                appropriate and individualized teaching. Finally, the data obtained in this study
                can serve as a basis for institutions and educational bodies to establish
                pedagogical training plans, and for adapting and adjusting techno-pedagogical
                resources for future development, with a guarantee of success.</p>
        </sec>
    </body>
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                <mixed-citation>Zainuddin, Z., Habiburrahim, H., Muluk, S., &amp; Keumala, C. M.
                    (2019). How do students become self-directed learners in the EFL flipped-class
                    pedagogy? A study in higher education. <italic>Indonesian Journal of Applied
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                <element-citation publication-type="journal">
                    <person-group person-group-type="author">
                        <name>
                            <surname>Zainuddin</surname>
                            <given-names>Z.</given-names>
                        </name>
                        <name>
                            <surname>Habiburrahim</surname>
                            <given-names>H.</given-names>
                        </name>
                        <name>
                            <surname>Muluk</surname>
                            <given-names>S.</given-names>
                        </name>
                        <name>
                            <surname>Keumala</surname>
                            <given-names>C. M.</given-names>
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                    </person-group>
                    <year>2019</year>
                    <article-title>How do students become self-directed learners in the EFL
                        flipped-class pedagogy? A study in higher education</article-title>
                    <source>Indonesian Journal of Applied Linguistics</source>
                    <volume>8</volume>
                    <issue>3</issue>
                    <pub-id pub-id-type="doi">10.17509/ijal.v8i3.15270</pub-id>
                </element-citation>
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        <fn-group>
            <fn fn-type="other" id="fn1">
                <p><bold>How to cite:</bold> Pozo-Sánchez, S., Segura-Robles, A., Moreno-Guerrero,
                    A. J. y López-Belmonte, J. (2022). Benefits of using the learning management
                    system based on flipped learning methodology. <italic>Revista Electrónica de
                        Investigación Educativa, 24</italic>, e24, 1-14. <ext-link
                        ext-link-type="uri"
                        xlink:href="https://doi.org/10.24320/redie.2022.24.e24.4094"
                        >https://doi.org/10.24320/redie.2022.24.e24.4094</ext-link>
                </p>
            </fn>
        </fn-group>
    </back>
</article>
