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<journal-id journal-id-type="publisher-id">Front. Educ.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Education</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Educ.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">2504-284X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/feduc.2026.1745289</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Systematic Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Citizen science projects related to Chemistry and Biology education: a systematic review</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Basantes-Vaca</surname>
<given-names>Carmen Viviana</given-names>
</name>
<xref ref-type="aff" rid="aff1"/>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2617123"/>
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<contrib contrib-type="author">
<name>
<surname>Mera-Cabezas</surname>
<given-names>Luis Alberto</given-names>
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<contrib contrib-type="author">
<name>
<surname>Parra-Alvarez</surname>
<given-names>Paulina Fernanda</given-names>
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<contrib contrib-type="author">
<name>
<surname>Quiroz-Carri&#x00F3;n</surname>
<given-names>Estefan&#x00ED;a Nataly</given-names>
</name>
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<contrib contrib-type="author">
<name>
<surname>Benavides-Enr&#x00ED;quez</surname>
<given-names>Celso Vladimir</given-names>
</name>
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<aff id="aff1"><institution>Facultad de Ciencias de la Educaci&#x00F3;n Humanas y Tecnolog&#x00ED;as, Universidad Nacional de Chimborazo</institution>, <city>Riobamba</city>, <country country="ec">Ecuador</country></aff>
<author-notes>
<corresp id="c001"><label>&#x002A;</label>Correspondence: Carmen Viviana Basantes-Vaca, <email xlink:href="mailto:carmen.basantes@unach.edu.ec">carmen.basantes@unach.edu.ec</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-19">
<day>19</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>11</volume>
<elocation-id>1745289</elocation-id>
<history>
<date date-type="received">
<day>13</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="rev-recd">
<day>13</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2026 Basantes-Vaca, Mera-Cabezas, Parra-Alvarez, Quiroz-Carri&#x00F3;n and Benavides-Enr&#x00ED;quez.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Basantes-Vaca, Mera-Cabezas, Parra-Alvarez, Quiroz-Carri&#x00F3;n and Benavides-Enr&#x00ED;quez</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-19">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Introduction</title>
<p>Citizen science is a participatory approach that enables the general population to collaborate in scientific research projects. In many cases, it is connected to Chemistry and Biology to address environmental, health, and educational challenges. This study aimed to analyze how these disciplines are applied in citizen science projects, identify participant profiles, explore their contributions to social issues, and recognize challenges in teaching and learning.</p>
</sec>
<sec>
<title>Methods</title>
<p>A systematic literature review was conducted following the PRISMA methodology, including 84 primary studies selected based on relevance, timeliness, and methodological rigor.</p>
</sec>
<sec>
<title>Results</title>
<p>The results showed that most projects focus on Biology topics such as ecology, biodiversity conservation, environmental studies, and phenology, while Chemistry applications are mainly centered on water quality, pollution, and physicochemical food analysis. The predominant participants are high school and university students. These projects contribute to the collection of valuable data for environmental and health problems, promote hands-on learning and critical thinking, and face challenges related to limited resources, teacher training, and the management of complex data.</p>
</sec>
<sec>
<title>Discussion</title>
<p>This analysis highlights the potential of citizen science as both an educational and social tool, while also identifying opportunities to expand its application and strengthen Chemistry and Biology education in diverse contexts.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Biology</kwd>
<kwd>Chemistry</kwd>
<kwd>citizen participation</kwd>
<kwd>citizen science</kwd>
<kwd>educational projects</kwd>
<kwd>scientific competencies</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. This study is part of the project &#x201C;Study on the Relevance of the Degree in Pedagogy of Experimental Sciences Chemistry and Biology at the Universidad Nacional de Chimborazo&#x201D;.</funding-statement>
</funding-group>
<counts>
<fig-count count="5"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="92"/>
<page-count count="13"/>
<word-count count="11079"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Teacher Education</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>The fields of Science, Technology, Engineering, and Mathematics (STEM) are experiencing rapid growth, with a high demand for trained professionals projected by 2030. However, there remains a critical shortage of qualified workers, particularly in strategic areas such as biomedicine. This gap is exacerbated by insufficient pre-university education and systemic biases that limit the diversity of students entering STEM fields (<xref ref-type="bibr" rid="ref78">Ruiz Whalen et al., 2025</xref>).</p>
<p>The low popularity of STEM careers is linked to multiple factors: skepticism toward science, the need to &#x201C;humanize&#x201D; teaching, the lack of specialized teachers, and the gap between educational research and classroom practice. Additionally, the perception of STEM as complex, limited information about the skills required in the labor market, and low involvement of educational stakeholders in curricular policies deepen this issue. Nonetheless, early interest in STEM, the influence of teachers and parents, and a preference for hands-on and experimental activities can increase students&#x2019; motivation toward these fields (<xref ref-type="bibr" rid="ref20">Brzozowy et al., 2017</xref>).</p>
<p>These debates emphasize the need for educational approaches that go beyond theoretical instruction and promote authentic scientific practices. In this context, citizen science has gained relevance as a participatory framework that enables students to engage in the collection, analysis, and interpretation of real-world data while addressing socially relevant issues. From an educational perspective, these initiatives offer opportunities to connect formal learning with real-world scientific research, particularly in disciplines grounded in empirical observation and experimentation (<xref ref-type="bibr" rid="ref18">Brandt et al., 2022</xref>; <xref ref-type="bibr" rid="ref8">Aripin et al., 2022</xref>).</p>
<p>Citizen science enables students to engage in real research experiences, working with authentic data and addressing relevant scientific issues, thereby reinforcing their understanding of concepts ranging from the molecular scale to complex systems (<xref ref-type="bibr" rid="ref12">Bedell and Gates, 2021</xref>). Although many projects were not initially designed for educational purposes, their integration into the classroom promotes active learning and scientific literacy (<xref ref-type="bibr" rid="ref18">Brandt et al., 2022</xref>).</p>
<p>Moreover, citizen science represents a strategic alternative for scientific development, as it enables the collection of large volumes of data across broad geographic areas in short time frames. It is particularly useful for ecological and biodiversity monitoring at both local and global scales (<xref ref-type="bibr" rid="ref8">Aripin et al., 2022</xref>). In schools with flexible curricula, citizen science can be more easily integrated, fostering interest in science, the development of research, data analysis, and interpretation skills, as well as collaborative work. Collaboration with scientists and community participation are considered essential for the effective implementation of these initiatives (<xref ref-type="bibr" rid="ref70">Rachmawati and Hidayat, 2023</xref>).</p>
<p>Chemistry and Biology play a central role in citizen science initiatives due to their direct connection with environmental monitoring, public health, and sustainability-related challenges. Both disciplines share methodological characteristics that are particularly compatible with participatory research, such as field observation, sample analysis, and data-driven reasoning. In addition, their experimental and applied nature facilitates the active participation of students and citizens in authentic scientific processes, which is relevant for the development of key competencies in STEM education, including scientific literacy, critical thinking, and the understanding of complex phenomena. Examining these fields together allows for a more integrated understanding of how citizen science supports science education through interdisciplinary practices, while strengthening the connection between scientific knowledge, educational contexts, and social issues, rather than treating them as isolated domains.</p>
<sec id="sec2">
<label>1.1</label>
<title>Background</title>
<p>The concept of citizen science dates back to 1995, when Alan Irwin defined it as a paradigm in which scientists and the public collaborate to set research objectives in the United Kingdom. Around the same time, Rick Bonney applied it to projects at the Cornell Lab of Ornithology (USA), involving the public in avian research. Since then, more recent definitions have emerged, particularly those promoted by government and public policy organizations emphasizing citizen participation in the generation of scientific knowledge (<xref ref-type="bibr" rid="ref45">Hecker et al., 2018</xref>; <xref ref-type="bibr" rid="ref71">Raya, 2023</xref>).</p>
<p>According to <xref ref-type="bibr" rid="ref68">Programa de las Naciones Unidas (2023)</xref>, citizen science is a collective, participatory, and open effort to generate scientific knowledge driven by actors who do not necessarily belong to academia. This approach contributes to development by strengthening territorial activism, influencing agendas and public policies, fostering innovative solutions, and raising social awareness.</p>
<p>Existing systematic reviews have addressed citizen science from both educational and general perspectives. <xref ref-type="bibr" rid="ref9">Aripin et al. (2023)</xref>, through a PRISMA-based review, demonstrate that citizen science projects contribute positively to science learning at the school and university levels, particularly in terms of motivation, self-efficacy, inquiry skills, and environmental awareness. In contrast, <xref ref-type="bibr" rid="ref47">Ilhami et al. (2024)</xref> report that recent citizen science research has focused primarily on environmental topics such as pollution and conservation, while studies centered on educational contexts and on the participation of teachers and students remain limited, which supports the need for more focused analyses within the educational domain.</p>
<p>Although citizen science has primarily been applied in biology, its integration into chemistry is still limited but promising. Engaging students in real research activities can enhance motivation, scientific literacy, and understanding of the role of science in daily life (<xref ref-type="bibr" rid="ref87">Urv&#x00E1;lkov&#x00E1; and Janou&#x0161;kov&#x00E1;, 2019</xref>). Teaching Chemistry and Biology at secondary and university levels develops transversal competencies such as critical thinking, problem-solving, scientific communication, and understanding of science&#x2019;s social impact (<xref ref-type="bibr" rid="ref25">Constable et al., 2021</xref>).</p>
<p><xref ref-type="bibr" rid="ref81">Schneiderhan-Opel and Bogner (2020)</xref> note that citizen science increases interest in biology by involving participants in real scientific processes such as sampling and species identification, fostering engagement with biological issues. Citizen science projects enrich biology courses by offering field experiences where students collect data and directly interact with biological components. This combination of research and active learning strengthens the understanding of the scientific method and connects theory and practice (<xref ref-type="bibr" rid="ref51">Lichti et al., 2021</xref>).</p>
<p>Chemistry offers a powerful lens to understand both natural and technological phenomena, focusing on the composition, structure, and transformation of matter. Teaching in this field supports the interpretation of biological processes, the development of innovative technologies and products, and informed decision-making in areas such as health, environmental protection, and energy (<xref ref-type="bibr" rid="ref7">Ara&#x00FA;jo et al., 2024</xref>). Yet, because many students view chemistry as abstract, connecting its content to real-world contexts through contextual learning approaches becomes crucial to foster scientific practice and critical thinking (<xref ref-type="bibr" rid="ref6">Ara&#x00FA;jo et al., 2023</xref>).</p>
<p>Biology, on the other hand, positions educational institutions as key actors in species conservation, particularly for endemic or endangered organisms, through both research initiatives and public engagement. Tackling biodiversity loss and the impacts of climate change demands integrative strategies that combine scientific knowledge with community involvement (<xref ref-type="bibr" rid="ref21">Chen and Sun, 2018</xref>). Furthermore, equipping students with applied skills in managing biological invasions prepares them to address environmental threats and meet the needs of universities, government agencies, and conservation organizations (<xref ref-type="bibr" rid="ref30">Davies et al., 2016</xref>).</p>
<p>In Australia, <xref ref-type="bibr" rid="ref69">Quinnell et al. (2023)</xref> studied citizen science projects that combine biology and chemistry, such as the Environmental Recovery Project, which uses iNaturalist to monitor species affected by wildfires, and CampusFlora, designed to increase awareness of plants and botanical literacy within university communities. Other projects integrate the synthesis of molecules with potential antimalarial activity, combining hands-on chemistry learning with advanced health research. These initiatives promote ecological and biological literacy, strengthening the connection between scientific theory and practice.</p>
<p><xref ref-type="bibr" rid="ref46">Henter et al. (2016)</xref> highlight projects that directly combine Chemistry and Biology, such as Mosquito Malaise Trap, in which participants collect and analyze insects through DNA barcoding; BioTrails, focused on identifying marine and terrestrial species in national parks; and School Malaise Trap, which integrates insect collection and sequencing to work with real data. All these studies show that citizen science contributes to the development of scientific competencies, fosters interest in the natural sciences, and facilitates the resolution of real environmental problems through collaboration among students, communities, and scientists.</p>
<p>Citizen science projects thus offer both educational and research benefits. Their integration into formal education enables students to participate in authentic scientific tasks using real data and tools, while fostering interest in science even among lower-performing students (<xref ref-type="bibr" rid="ref84">Silva et al., 2016</xref>). However, many students interested in STEM areas such as biology, chemistry, environmental sciences, and engineering do not always demonstrate a solid knowledge base, highlighting the need for educational strategies that provide practical experiences and innovative methodologies to strengthen sustainable scientific vocations (<xref ref-type="bibr" rid="ref61">Musavi et al., 2018</xref>).</p>
<p>Existing studies show that citizen science projects in educational contexts have been developed predominantly within the field of Biology, while applications in Chemistry have received comparatively less attention. However, to date there is no systematic synthesis that jointly examines how these two disciplines are integrated into citizen science projects for educational purposes. Given that Chemistry and Biology share experimental, methodological, and applied approaches, their joint analysis allows for a better understanding of how citizen science contributes to the development of scientific competencies and problem-based learning grounded in real-world contexts. This review addresses this gap by specifically examining educational citizen science projects in Chemistry and Biology, distinguishing itself from broader syntheses focused on science education in general, and providing a focused perspective on the thematic areas addressed, participation profiles, and the links between learning and social and environmental benefits.</p>
<p>Based on this situation, the present study aims to analyze how Chemistry and Biology can be implemented in citizen science projects to improve student learning and generate social contributions. To achieve this, the following research questions are posed:</p>
<list list-type="bullet">
<list-item>
<p>What Chemistry and Biology topics are addressed in the analyzed citizen science projects?</p>
</list-item>
<list-item>
<p>What educational levels or participant profiles are involved?</p>
</list-item>
<list-item>
<p>What role do these subjects play in solving real-world problems through citizen science?</p>
</list-item>
<list-item>
<p>What limitations or challenges arise in the teaching and learning of Chemistry and Biology within these projects?</p>
</list-item>
</list>
</sec>
</sec>
<sec sec-type="materials|methods" id="sec3">
<label>2</label>
<title>Materials and methods</title>
<p>This study followed a systematic review approach using the PRISMA methodology (Preferred Reporting Items for Systematic Reviews and Meta-Analyses), which enables the transparent and reproducible identification, selection, and analysis of relevant scientific literature (<xref ref-type="bibr" rid="ref64">Page et al., 2021</xref>). The PRISMA framework supports the organization of retrieved studies, the establishment of inclusion and exclusion criteria, and the structured presentation of results, thereby ensuring rigor and clarity in the synthesis of evidence.</p>
<p>The entire review process is preserved and openly shared through the OSF Records and <xref rid="SM1" ref-type="supplementary-material">Supplementary material</xref> repository. The Data Availability Statement provides the link to access these records, while the matrices and databases are included in <xref rid="SM1" ref-type="supplementary-material">Supplementary material</xref> section.</p>
<sec id="sec4">
<label>2.1</label>
<title>Eligibility criteria and information sources</title>
<p>Two major scientific databases were selected: Scopus and Web of Science, both recognized for their broad coverage and the quality of indexed studies. In the case of Web of Science, the Emerging Sources Citation Index was excluded because these journals are still in the process of consolidation and may not yet meet the visibility and quality standards required for this study.</p>
<p>Eligibility criteria included studies published in any language that contained the main research terms in the title, abstract, or keywords. The search was limited to publications from the last 10&#x202F;years and considered journal articles, conference papers, reviews, and book chapters. This selection ensured that the data collected were recent, relevant, and of verified academic quality.</p>
</sec>
<sec id="sec5">
<label>2.2</label>
<title>Search strategy</title>
<p>The search strategy began with Scopus, using the main research keywords. The results obtained were analyzed in RStudio (version 4.4.2) with the biblioshiny package, allowing for a bibliometric analysis of the studies and the detection of additional relevant related terms that may have been initially overlooked (see <xref ref-type="fig" rid="fig1">Figure 1</xref>).</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Keyword cloud.</p>
</caption>
<graphic xlink:href="feduc-11-1745289-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Word cloud featuring terms related to citizen science. Prominent words include &#x201C;citizen science,&#x201D; &#x201C;biodiversity,&#x201D; and &#x201C;environmental monitoring.&#x201D; Other words such as &#x201C;education,&#x201D; &#x201C;human,&#x201D; &#x201C;students,&#x201D; &#x201C;ecosystem,&#x201D; and &#x201C;marine biology&#x201D; are also visible in various colors and sizes.</alt-text>
</graphic>
</fig>
<p>The final search string was executed on August 5, 2025, and the procedure was repeated twice to ensure the inclusion of the most relevant terms related to the study&#x2019;s topic. In each database, filters were applied according to the previously established eligibility criteria, restricting the search to titles, abstracts, and keywords, and considering only studies published within the last 10&#x202F;years (see <xref ref-type="table" rid="tab1">Table 1</xref>).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Search strings and results obtained.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Database</th>
<th align="center" valign="top">Search string</th>
<th align="center" valign="top">Total</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Scopus</td>
<td align="left" valign="top">(TITLE-ABS-KEY (chemistry or biology) AND TITLE-ABS-KEY (&#x201C;citizen science&#x201D;) AND TITLE-ABS-KEY (education OR student OR learning or teaching OR instruction OR training)) AND PUBYEAR &#x003E; 2014 AND PUBYEAR &#x003C; 2026 AND (LIMIT-TO (DOCTYPE, &#x201C;ar&#x201D;) OR LIMIT-TO (DOCTYPE, &#x201C;cp&#x201D;) OR LIMIT-TO (DOCTYPE, &#x201C;re&#x201D;) OR LIMIT-TO (DOCTYPE, &#x201C;ch&#x201D;))</td>
<td align="left" valign="middle">168</td>
</tr>
<tr>
<td align="left" valign="middle">Web of Science</td>
<td align="left" valign="top">TS&#x202F;=&#x202F;(chemistry or biology) AND TS&#x202F;=&#x202F;(&#x201C;citizen science&#x201D;) AND TS&#x202F;=&#x202F;(education OR student OR learning or teaching OR instruction OR training)</td>
<td align="left" valign="middle">115</td>
</tr>
<tr>
<td/>
<td align="left" valign="top">Total</td>
<td align="left" valign="middle">283</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec6">
<label>2.3</label>
<title>Study selection process</title>
<p>In the first stage, all records retrieved from Scopus and Web of Science were consolidated, yielding a total of 283 studies. Duplicate entries were then removed, resulting in 176 unique documents; most duplicates originated from Web of Science, corresponding to 107 studies already indexed in Scopus. Subsequently, titles, abstracts, and keywords were screened to exclude records not directly related to the research topic. Eight additional documents were excluded due to the lack of access to the full text.</p>
<p>The remaining studies underwent a methodological risk of bias assessment, using adapted criteria according to the type of research, with the aim of including only those with a low risk of bias. The entire review process&#x2014;including screening, eligibility assessment, and decision-making&#x2014;was conducted collaboratively by the research team. Any discrepancies were resolved through consensus discussions, ensuring objectivity, transparency, and consistency in the selection of studies.</p>
<p>Ultimately, 84 studies met the quality, thematic relevance, and methodological rigor criteria, constituting the final dataset analyzed in this systematic review. This procedure is summarized in <xref ref-type="fig" rid="fig2">Figure 2</xref>, which follows the PRISMA flow diagram.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>PRISMA flowchart.</p>
</caption>
<graphic xlink:href="feduc-11-1745289-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart illustrating the selection process of studies via databases and registers. In the identification phase, 283 records were identified from Scopus and Web of Science, with 107 duplicates removed. Screening resulted in 176 records, excluding 40 unrelated records. Retrieval sought 136 reports, with 128 assessed for eligibility. In the inclusion phase, 84 studies were included in the review, excluding 44 for bias and irrelevance.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec7">
<label>2.4</label>
<title>Bias risk assessment</title>
<p>The risk of bias assessment was conducted systematically and across multiple stages throughout the review process, with the aim of ensuring methodological rigor and the reliability of the included studies. In an initial phase, explicit inclusion and exclusion criteria were defined to select studies that were both relevant and methodologically sound. As part of this process, emerging journals indexed in Web of Science were excluded, as their stage of editorial consolidation might not yet guarantee homogeneous standards of methodological quality for the purposes of this review.</p>
<p>Subsequently, a quality and risk of bias assessment approach based on adapted Cochrane domains was applied, acknowledging the heterogeneity of the study designs included. Prior to the assessment, studies were classified according to their design, including original research articles, methodological studies, theoretical and conceptual studies, review articles and systematic reviews, as well as case studies. This classification allowed the evaluation criteria to be tailored to the methodological characteristics of each study type, avoiding the uniform application of non-pertinent domains.</p>
<p>The risk of bias assessment focused primarily on methodological transparency, clarity of procedures, integrity of the reported data, and coherence between objectives, methods, and results. Domains traditionally associated with experimental trials, such as random sequence generation, allocation concealment, or blinding, were adapted or excluded when not applicable to educational, observational, or mixed-methods studies. Studies presenting substantial methodological inconsistencies, absence of critical information, or deficiencies that prevented an adequate evaluation of their development or results were classified as having a high risk of bias.</p>
<p>The complete quality assessment process, including the specific criteria applied to each study design and the individual results of this evaluation, is documented in detail in the Excel file provided as <xref rid="SM1" ref-type="supplementary-material">Supplementary material</xref>, ensuring transparency and traceability of the procedure.</p>
<p>Study screening and selection were conducted by all five authors, who were actively involved in all stages of the process. In the first stage, titles, abstracts, and keywords were independently screened by two authors in each case, with studies distributed equally between reviewer pairs (50% per pair). In the second stage, full-text assessment followed the same procedure. In cases of uncertainty or disagreement regarding study eligibility, a third author intervened to reach a final decision by consensus, thereby strengthening the reliability and consistency of the selection process.</p>
</sec>
<sec id="sec8">
<label>2.5</label>
<title>Synthesis methods</title>
<p>To synthesize the results, relevant data were first extracted from each study, focusing on characteristics, key findings, and statements that directly addressed the research questions. These data were organized into a Microsoft Excel matrix, providing a structured visualization of the information and facilitating subsequent analysis. Since the responses and extracted information were not uniform across studies, the data were then classified and grouped into thematic categories. This approach made it possible to cluster similar elements and generate a coherent framework that clearly and concisely summarized the most relevant findings.</p>
</sec>
</sec>
<sec sec-type="results" id="sec9">
<label>3</label>
<title>Results</title>
<p>This section presents the results of the literature review, focusing on how Chemistry and Biology have been applied in citizen science projects. First, key bibliometric aspects are discussed, followed by an analysis of the main themes addressed, the educational profiles of participants, the role of these disciplines in solving specific problems, and the main challenges identified in their teaching and learning. The information is synthesized to highlight the most relevant findings, offering a clear overview of the contribution of these subjects to scientific participation initiatives and their potential impact on both the educational community and society at large.</p>
<sec id="sec10">
<label>3.1</label>
<title>Bibliometric data</title>
<p>The analysis of the number of publications over the last 10&#x202F;years reveals a steady increase until 2018 (see <xref ref-type="fig" rid="fig3">Figure 3</xref>), followed by a brief stabilization during 2019&#x2013;2020 and a marked peak in 2021, likely associated with the momentum generated by the pandemic. Although production decreased afterward, it remained above initial levels, reflecting the consolidation of the topic as a research line. The decline observed in 2025 is probably due to incomplete data for the current year.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Distribution of publications by year.</p>
</caption>
<graphic xlink:href="feduc-11-1745289-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Line graph titled &#x201C;Distribution by year&#x201D; showing the number of studies from 2015 to 2025. The trend rises from 2015, peaking in 2021 with 17 studies, then declines sharply to 2025 with 3 studies.</alt-text>
</graphic>
</fig>
<p><xref ref-type="fig" rid="fig4">Figure 4</xref> shows the geographical distribution of publications on citizen science projects in Chemistry and Biology. The highest concentration is found in the United States, followed by several countries in Europe and Oceania. In contrast, production in Latin America, Africa, and much of Asia is scarce or even absent. This pattern reveals a pronounced concentration of research activity in regions with greater scientific infrastructure, highlighting persistent inequalities in the generation and dissemination of knowledge in this field.</p>
<fig position="float" id="fig4">
<label>Figure 4</label>
<caption>
<p>Distribution of publications by country.</p>
</caption>
<graphic xlink:href="feduc-11-1745289-g004.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Map showing the distribution of studies by country. The United States is highlighted with the highest number, 34 studies, shown in dark blue, and a gradient scale ranging from dark to light blue for fewer studies, down to 1.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec11">
<label>3.2</label>
<title>Chemistry and Biology topics addressed in citizen science projects</title>
<p>Understanding the themes addressed in citizen science projects is essential for the educational community, researchers, and society at large to identify potential areas of application within their institutions or communities. This information helps guide the implementation of projects based on Chemistry and Biology, contributing to the integration of these disciplines into meaningful learning experiences that foster the development of scientific competencies and address local issues (see <xref ref-type="table" rid="tab2">Table 2</xref>).</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Topics developed in citizen science projects.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Scientific discipline</th>
<th align="center" valign="top">Project topics</th>
<th align="center" valign="top">Studies</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top" rowspan="5">Chemistry</td>
<td align="left" valign="middle">Water quality and pollution: physicochemical analyses, detection of metals, bacteria, and microplastics.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref1">Abe et al. (2016)</xref>, <xref ref-type="bibr" rid="ref5">Ara&#x00FA;jo et al. (2022)</xref>, <xref ref-type="bibr" rid="ref10">Babich et al. (2021)</xref>, <xref ref-type="bibr" rid="ref14">Berglund et al. (2023)</xref>, <xref ref-type="bibr" rid="ref49">Larkin et al. (2024)</xref>, <xref ref-type="bibr" rid="ref55">L&#x00FC;sse et al. (2022)</xref>, <xref ref-type="bibr" rid="ref61">Musavi et al. (2018)</xref>, <xref ref-type="bibr" rid="ref62">Nation and Hansen (2021)</xref>, <xref ref-type="bibr" rid="ref82">Scott and Frost (2017)</xref>, <xref ref-type="bibr" rid="ref83">Sebasti&#x00E1;n-L&#x00F3;pez and Gonz&#x00E1;lez (2020)</xref>, <xref ref-type="bibr" rid="ref86">Taylor et al. (2024)</xref></td>
</tr>
<tr>
<td align="left" valign="middle">Air quality: contaminant analysis, tropospheric ozone formation, effects on plants and humans.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref26">D&#x2019;Eon et al. (2021)</xref>, <xref ref-type="bibr" rid="ref35">Ellenburg et al. (2019)</xref>, <xref ref-type="bibr" rid="ref60">Moore et al. (2020)</xref></td>
</tr>
<tr>
<td align="left" valign="middle">Biogeochemical cycles: studies of carbon, nitrogen, and micronutrients in soils and their relationship with biodiversity and ecosystems.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref19">Brevik et al. (2022)</xref>, <xref ref-type="bibr" rid="ref25">Constable et al. (2021)</xref>, <xref ref-type="bibr" rid="ref55">L&#x00FC;sse et al. (2022)</xref>, <xref ref-type="bibr" rid="ref72">Reed et al. (2018)</xref>, <xref ref-type="bibr" rid="ref81">Schneiderhan-Opel and Bogner (2020)</xref></td>
</tr>
<tr>
<td align="left" valign="middle">Food control: GMO detection, species identification in food products, and labeling verification</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref16">Borrell et al. (2016)</xref>, <xref ref-type="bibr" rid="ref33">Duong et al. (2019)</xref>, <xref ref-type="bibr" rid="ref43">Gray et al. (2017)</xref></td>
</tr>
<tr>
<td align="left" valign="middle">Chemical composition of hail: insoluble particles, water-soluble ions, stable isotopes, and interactions between aerosols and hail formation.</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref50">Li et al. (2025)</xref>
</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="9">Biology</td>
<td align="left" valign="middle">Human health: risks related to lead exposure and dengue, mosquito life cycle, breeding site identification, and community education.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref14">Berglund et al. (2023)</xref>, <xref ref-type="bibr" rid="ref25">Constable et al. (2021)</xref>, <xref ref-type="bibr" rid="ref36">Estallo et al. (2024)</xref>, <xref ref-type="bibr" rid="ref37">Ezran et al. (2017)</xref>, <xref ref-type="bibr" rid="ref78">Ruiz Whalen et al. (2025)</xref>, <xref ref-type="bibr" rid="ref86">Taylor et al. (2024)</xref></td>
</tr>
<tr>
<td align="left" valign="middle">Biodiversity: conservation of animal and plant species, including endangered species.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref11">Bakker et al. (2020)</xref>, <xref ref-type="bibr" rid="ref18">Brandt et al. (2022)</xref>, <xref ref-type="bibr" rid="ref21">Chen and Sun (2018)</xref>, <xref ref-type="bibr" rid="ref28">Dallaqua et al. (2019)</xref>, <xref ref-type="bibr" rid="ref38">Faizah et al. (2021)</xref>, <xref ref-type="bibr" rid="ref40">Ganzevoort et al. (2017)</xref>, <xref ref-type="bibr" rid="ref53">Lobet et al. (2021)</xref>, <xref ref-type="bibr" rid="ref75">Rode and Torkar (2023)</xref>, <xref ref-type="bibr" rid="ref79">Salom&#x00E9;-D&#x00ED;az et al. (2023)</xref>, <xref ref-type="bibr" rid="ref88">Vance-Chalcraft et al. (2021)</xref>, <xref ref-type="bibr" rid="ref89">Von Konrat et al. (2018)</xref></td>
</tr>
<tr>
<td align="left" valign="middle">Molecular biology and genetics: species identification through DNA and species differentiation using molecular methods.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref12">Bedell and Gates (2021)</xref>, <xref ref-type="bibr" rid="ref21">Chen and Sun (2018)</xref>, <xref ref-type="bibr" rid="ref22">Chiovitti et al. (2019)</xref>, <xref ref-type="bibr" rid="ref29">Das et al. (2019)</xref>, <xref ref-type="bibr" rid="ref32">Dopico et al. (2021)</xref>, <xref ref-type="bibr" rid="ref37">Ezran et al. (2017)</xref>, <xref ref-type="bibr" rid="ref46">Henter et al. (2016)</xref>, <xref ref-type="bibr" rid="ref78">Ruiz Whalen et al. (2025)</xref>, <xref ref-type="bibr" rid="ref81">Schneiderhan-Opel and Bogner (2020)</xref></td>
</tr>
<tr>
<td align="left" valign="middle">Ecology and climate change: phenological studies, ecosystem impacts, taxonomy, species distribution, and environmental monitoring.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref30">Davies et al. (2016)</xref>, <xref ref-type="bibr" rid="ref51">Lichti et al. (2021)</xref>, <xref ref-type="bibr" rid="ref54">Lucrezi et al. (2018)</xref>, <xref ref-type="bibr" rid="ref58">Mitchell et al. (2017)</xref>, <xref ref-type="bibr" rid="ref62">Nation and Hansen (2021)</xref>, <xref ref-type="bibr" rid="ref69">Quinnell et al. (2023)</xref>, <xref ref-type="bibr" rid="ref77">Rosenthal et al. (2024)</xref>, <xref ref-type="bibr" rid="ref79">Salom&#x00E9;-D&#x00ED;az et al. (2023)</xref>, <xref ref-type="bibr" rid="ref83">Sebasti&#x00E1;n-L&#x00F3;pez and Gonz&#x00E1;lez (2020)</xref>, <xref ref-type="bibr" rid="ref87">Urv&#x00E1;lkov&#x00E1; and Janou&#x0161;kov&#x00E1; (2019)</xref></td>
</tr>
<tr>
<td align="left" valign="middle">Entomology: pollination and insect conservation, ecology, environmental biology, and biodiversity protection.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref8">Aripin et al. (2022)</xref>, <xref ref-type="bibr" rid="ref13">Bedessem et al. (2022)</xref>, <xref ref-type="bibr" rid="ref23">Christ et al. (2022)</xref>, <xref ref-type="bibr" rid="ref38">Faizah et al. (2021)</xref>, <xref ref-type="bibr" rid="ref44">Harris and Ballard (2021)</xref>, <xref ref-type="bibr" rid="ref59">Mitrache (2024)</xref>, <xref ref-type="bibr" rid="ref65">Paradise and Bartkovich (2021)</xref>, <xref ref-type="bibr" rid="ref67">Pernat et al. (2024)</xref>, <xref ref-type="bibr" rid="ref80">Scheuch et al. (2018)</xref>, <xref ref-type="bibr" rid="ref90">Wacker and Wicknick (2024)</xref></td>
</tr>
<tr>
<td align="left" valign="middle">Zoology: ecology, behavior, and conservation of species, biological invasions, and introduced species ecology.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref18">Brandt et al. (2022)</xref>, <xref ref-type="bibr" rid="ref37">Ezran et al. (2017)</xref>, <xref ref-type="bibr" rid="ref38">Faizah et al. (2021)</xref>, <xref ref-type="bibr" rid="ref39">Frigerio et al. (2018)</xref>, <xref ref-type="bibr" rid="ref40">Ganzevoort et al. (2017)</xref>, <xref ref-type="bibr" rid="ref73">Rey-Su&#x00E1;rez et al. (2025)</xref>, <xref ref-type="bibr" rid="ref87">Urv&#x00E1;lkov&#x00E1; and Janou&#x0161;kov&#x00E1; (2019)</xref>, <xref ref-type="bibr" rid="ref92">Weisberg et al. (2023)</xref></td>
</tr>
<tr>
<td align="left" valign="middle">Marine biology: biodiversity, water quality, impact of marine pollution and microplastics, and conservation of marine habitats</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref4">Anthony et al. (2023)</xref>, <xref ref-type="bibr" rid="ref5">Ara&#x00FA;jo et al. (2022</xref>, <xref ref-type="bibr" rid="ref6">2023</xref>, <xref ref-type="bibr" rid="ref7">2024)</xref>, <xref ref-type="bibr" rid="ref17">Branchini et al. (2015)</xref>, <xref ref-type="bibr" rid="ref41">Gassett et al. (2021)</xref>, <xref ref-type="bibr" rid="ref48">Krach et al. (2018)</xref>, <xref ref-type="bibr" rid="ref54">Lucrezi et al. (2018)</xref>, <xref ref-type="bibr" rid="ref57">Mioni (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="middle">Urban species and ecology: urban biodiversity, pest species (e.g., rats), and conservation in urban environments.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref2">Aivelo (2023)</xref>, <xref ref-type="bibr" rid="ref18">Brandt et al. (2022)</xref>, <xref ref-type="bibr" rid="ref62">Nation and Hansen (2021)</xref>, <xref ref-type="bibr" rid="ref67">Pernat et al. (2024)</xref></td>
</tr>
<tr>
<td align="left" valign="middle">Microbiology and virology: study of viruses, viral life cycle stages, viral particle recognition, and microbiology.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref1">Abe et al. (2016)</xref>, <xref ref-type="bibr" rid="ref74">Riley et al. (2020)</xref>, <xref ref-type="bibr" rid="ref85">Smith et al. (2023)</xref></td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The results indicate that most of the analyzed citizen science projects are primarily related to Biology, while Chemistry shows a more limited, yet contextually significant application. Among the biological topics, the most frequent are linked to human health, biodiversity, and ecology, including studies on species conservation, environmental monitoring, climate change, entomology, and zoology.</p>
<p>In the case of Chemistry, projects mainly focus on water quality and pollution, encompassing physicochemical analyses, detection of metals, bacteria, and microplastics, as well as air quality assessment and the study of biogeochemical cycles in soils and ecosystems. Although Chemistry has a smaller presence, there are thematic intersections between the two disciplines, particularly in studies on environmental pollution and aquatic ecosystem analysis. In these contexts, the integration of chemical and biological methods enables a more comprehensive understanding of the investigated problems.</p>
<p>Biodiversity emerges as the most recurrent theme in the reviewed studies, especially regarding the conservation of animal and plant species and ecosystem monitoring. This trend reflects growing concerns about sustainability and environmental education. Another relevant finding is the diversity of methodological approaches, which range from direct observation and monitoring to molecular analyses and public health studies. This variety demonstrates the breadth and potential of citizen science projects to generate applied knowledge and connect Chemistry and Biology education with real-world societal challenges.</p>
</sec>
<sec id="sec12">
<label>3.3</label>
<title>Participant profiles involved in citizen science projects</title>
<p>Citizen science projects engage a wide range of participants whose composition and characteristics directly shape the dynamics and outcomes of these initiatives (<xref ref-type="fig" rid="fig5">Figure 5</xref>). Identifying participant profiles makes it possible to recognize the educational levels and contexts in which the projects take place, as well as how students and communities contribute to learning processes and the generation of scientific knowledge. This information is crucial for understanding how citizen participation can be effectively integrated into Chemistry and Biology education.</p>
<fig position="float" id="fig5">
<label>Figure 5</label>
<caption>
<p>Participants in citizen science projects.</p>
</caption>
<graphic xlink:href="feduc-11-1745289-g005.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Diagram showing interconnected circles representing different groups: High school students, University students, Postgraduate student, Families and non-specialized volunteers, Teachers, Researchers, and Specialized volunteers. Each circle contains relevant icons.</alt-text>
</graphic>
</fig>
<p>The literature shows that secondary school students represent a key participant group in citizen science projects, taking part throughout their entire educational trajectory, with particular engagement in Biology, Chemistry, Mathematics, and Environmental Science courses (<xref ref-type="bibr" rid="ref2">Aivelo, 2023</xref>; <xref ref-type="bibr" rid="ref5">Ara&#x00FA;jo et al., 2022</xref>, <xref ref-type="bibr" rid="ref6">2023</xref>; <xref ref-type="bibr" rid="ref23">Christ et al., 2022</xref>; <xref ref-type="bibr" rid="ref24">Collier et al., 2023</xref>; <xref ref-type="bibr" rid="ref27">Dalgarno et al., 2018</xref>; <xref ref-type="bibr" rid="ref36">Estallo et al., 2024</xref>; <xref ref-type="bibr" rid="ref37">Ezran et al., 2017</xref>; <xref ref-type="bibr" rid="ref46">Henter et al., 2016</xref>; <xref ref-type="bibr" rid="ref60">Moore et al., 2020</xref>; <xref ref-type="bibr" rid="ref81">Schneiderhan-Opel and Bogner, 2020</xref>; <xref ref-type="bibr" rid="ref84">Silva et al., 2016</xref>; <xref ref-type="bibr" rid="ref92">Weisberg et al., 2023</xref>). This group includes students with disabilities and those enrolled in high school diploma programs (<xref ref-type="bibr" rid="ref78">Ruiz Whalen et al., 2025</xref>). They are frequently involved in data collection, observation, and biodiversity monitoring activities.</p>
<p>In higher education, university students also participate in citizen science projects, particularly those enrolled in undergraduate programs in biology, environmental sciences, food biotechnology, and other fields related to the natural sciences (<xref ref-type="bibr" rid="ref19">Brevik et al., 2022</xref>; <xref ref-type="bibr" rid="ref42">Golumbic and Motion, 2021</xref>; <xref ref-type="bibr" rid="ref49">Larkin et al., 2024</xref>; <xref ref-type="bibr" rid="ref51">Lichti et al., 2021</xref>; <xref ref-type="bibr" rid="ref56">Messager et al., 2022</xref>; <xref ref-type="bibr" rid="ref77">Rosenthal et al., 2024</xref>; <xref ref-type="bibr" rid="ref88">Vance-Chalcraft et al., 2021</xref>; <xref ref-type="bibr" rid="ref91">Webber et al., 2021</xref>). Typically participating in both introductory and advanced courses in biology, chemistry, and biotechnology, these students contribute not only to data collection but also to data analysis, applying the theoretical knowledge gained through their studies.</p>
<p>In addition, postgraduate, master&#x2019;s, and doctoral students, particularly in areas such as molecular biology, analytical chemistry, and biotechnology, participate in citizen science projects that involve more complex research activities, including data analysis, laboratory work, and the application of specialized techniques (<xref ref-type="bibr" rid="ref30">Davies et al., 2016</xref>; <xref ref-type="bibr" rid="ref26">D&#x2019;Eon et al., 2021</xref>; <xref ref-type="bibr" rid="ref69">Quinnell et al., 2023</xref>).</p>
<p>The general public, including families (<xref ref-type="bibr" rid="ref36">Estallo et al., 2024</xref>), citizen volunteers, and individuals with an interest in nature and conservation, also plays an active role, typically without requiring specialized training (<xref ref-type="bibr" rid="ref11">Bakker et al., 2020</xref>; <xref ref-type="bibr" rid="ref41">Gassett et al., 2021</xref>; <xref ref-type="bibr" rid="ref52">Lindermann et al., 2024</xref>; <xref ref-type="bibr" rid="ref67">Pernat et al., 2024</xref>; <xref ref-type="bibr" rid="ref79">Salom&#x00E9;-D&#x00ED;az et al., 2023</xref>). These participants engage in observation, data collection, and educational activities focused on citizen science. Many projects are intentionally designed to be inclusive and accessible, enabling people with no prior experience to participate effectively (<xref ref-type="bibr" rid="ref85">Smith et al., 2023</xref>).</p>
<p>The literature also indicates that teachers and educators at secondary and higher education levels assume the role of guiding and coordinating activities (<xref ref-type="bibr" rid="ref6">Ara&#x00FA;jo et al., 2023</xref>, <xref ref-type="bibr" rid="ref7">2024</xref>; <xref ref-type="bibr" rid="ref35">Ellenburg et al., 2019</xref>; <xref ref-type="bibr" rid="ref48">Krach et al., 2018</xref>; <xref ref-type="bibr" rid="ref78">Ruiz Whalen et al., 2025</xref>). Additionally, researchers and professionals in ecology, biology, chemistry, and environmental sciences participate in project supervision and applied research, while specialized volunteers (<xref ref-type="bibr" rid="ref30">Davies et al., 2016</xref>; <xref ref-type="bibr" rid="ref40">Ganzevoort et al., 2017</xref>; <xref ref-type="bibr" rid="ref41">Gassett et al., 2021</xref>; <xref ref-type="bibr" rid="ref54">Lucrezi et al., 2018</xref>; <xref ref-type="bibr" rid="ref63">Odom and Benedict, 2018</xref>; <xref ref-type="bibr" rid="ref73">Rey-Su&#x00E1;rez et al., 2025</xref>)&#x2014;such as those with training in biology or scuba diving (<xref ref-type="bibr" rid="ref29">Das et al., 2019</xref>; <xref ref-type="bibr" rid="ref76">Roelfsema et al., 2016</xref>)&#x2014;contribute their expertise to conduct more technical studies, particularly in marine environments.</p>
</sec>
<sec id="sec13">
<label>3.4</label>
<title>Chemistry and Biology applied to real-world problems through citizen science</title>
<p>The application of Chemistry and Biology to real-world problems through citizen science projects is observed in studies focused on public health, food safety, and environmental conservation. These projects address activities related to contaminant detection, food analysis, ecosystem monitoring, and the collection of environmental and biological data. <xref ref-type="table" rid="tab3">Table 3</xref> presents a synthesis of the specific applications of Chemistry and Biology across different contexts and the activities carried out in each case.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Applications of Chemistry and Biology in citizen science projects.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Area</th>
<th align="center" valign="top">Specific applications</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle" rowspan="4">Public health and food safety</td>
<td align="left" valign="top">Detecting water risks and preventing exposure to contaminants such as lead or bacteria (<xref ref-type="bibr" rid="ref14">Berglund et al., 2023</xref>; <xref ref-type="bibr" rid="ref61">Musavi et al., 2018</xref>).</td>
</tr>
<tr>
<td align="left" valign="top">Applying scientific knowledge to prevent diseases, identify counterfeit medicines, and improve community health (<xref ref-type="bibr" rid="ref15">Bliese et al., 2020</xref>; <xref ref-type="bibr" rid="ref37">Ezran et al., 2017</xref>; <xref ref-type="bibr" rid="ref42">Golumbic and Motion, 2021</xref>; <xref ref-type="bibr" rid="ref61">Musavi et al., 2018</xref>; <xref ref-type="bibr" rid="ref78">Ruiz Whalen et al., 2025</xref>).</td>
</tr>
<tr>
<td align="left" valign="top">Analyzing food to detect fraud, genetically modified organisms (GMOs), and ensure food safety (<xref ref-type="bibr" rid="ref16">Borrell et al., 2016</xref>; <xref ref-type="bibr" rid="ref33">Duong et al., 2019</xref>).</td>
</tr>
<tr>
<td align="left" valign="top">Promoting awareness and behavioral change in the population in response to health problems such as dengue (<xref ref-type="bibr" rid="ref36">Estallo et al., 2024</xref>)</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="4">Environmental conservation and biodiversity</td>
<td align="left" valign="top">Monitoring and conserving marine, terrestrial, and urban ecosystems through species identification and biodiversity analysis (<xref ref-type="bibr" rid="ref52">Lindermann et al., 2024</xref>; <xref ref-type="bibr" rid="ref54">Lucrezi et al., 2018</xref>; <xref ref-type="bibr" rid="ref57">Mioni, 2022</xref>; <xref ref-type="bibr" rid="ref67">Pernat et al., 2024</xref>; <xref ref-type="bibr" rid="ref76">Roelfsema et al., 2016</xref>).</td>
</tr>
<tr>
<td align="left" valign="top">Contributing to the sustainable management of natural resources, including biogeochemical cycles, and water and soil quality (<xref ref-type="bibr" rid="ref10">Babich et al., 2021</xref>; <xref ref-type="bibr" rid="ref19">Brevik et al., 2022</xref>; <xref ref-type="bibr" rid="ref32">Dopico et al., 2021</xref>; <xref ref-type="bibr" rid="ref56">Messager et al., 2022</xref>; <xref ref-type="bibr" rid="ref59">Mitrache, 2024</xref>; <xref ref-type="bibr" rid="ref72">Reed et al., 2018</xref>; <xref ref-type="bibr" rid="ref82">Scott and Frost, 2017</xref>).</td>
</tr>
<tr>
<td align="left" valign="top">Supporting the conservation of pollinators and threatened species, and restoring ecosystems affected by fires or biological invasions (<xref ref-type="bibr" rid="ref8">Aripin et al., 2022</xref>; <xref ref-type="bibr" rid="ref67">Pernat et al., 2024</xref>; <xref ref-type="bibr" rid="ref69">Quinnell et al., 2023</xref>).</td>
</tr>
<tr>
<td align="left" valign="top">Enabling observation of environmental changes and migrations to support conservation planning (<xref ref-type="bibr" rid="ref4">Anthony et al., 2023</xref>; <xref ref-type="bibr" rid="ref13">Bedessem et al., 2022</xref>; <xref ref-type="bibr" rid="ref21">Chen and Sun, 2018</xref>; <xref ref-type="bibr" rid="ref34">Durso et al., 2021</xref>; <xref ref-type="bibr" rid="ref76">Roelfsema et al., 2016</xref>; <xref ref-type="bibr" rid="ref92">Weisberg et al., 2023</xref>).</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="5">Education and scientific literacy</td>
<td align="left" valign="top">Facilitating hands-on learning, understanding of ecological, biological, and chemical concepts, and the development of scientific skills (<xref ref-type="bibr" rid="ref5">Ara&#x00FA;jo et al., 2022</xref>; <xref ref-type="bibr" rid="ref13">Bedessem et al., 2022</xref>; <xref ref-type="bibr" rid="ref24">Collier et al., 2023</xref>; <xref ref-type="bibr" rid="ref46">Henter et al., 2016</xref>; <xref ref-type="bibr" rid="ref48">Krach et al., 2018</xref>; <xref ref-type="bibr" rid="ref49">Larkin et al., 2024</xref>; <xref ref-type="bibr" rid="ref51">Lichti et al., 2021</xref>; <xref ref-type="bibr" rid="ref62">Nation and Hansen, 2021</xref>; <xref ref-type="bibr" rid="ref88">Vance-Chalcraft et al., 2021</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Promoting active participation of students, teachers, volunteers, and the general public in authentic research (<xref ref-type="bibr" rid="ref10">Babich et al., 2021</xref>; <xref ref-type="bibr" rid="ref22">Chiovitti et al., 2019</xref>; <xref ref-type="bibr" rid="ref30">Davies et al., 2016</xref>; <xref ref-type="bibr" rid="ref58">Mitchell et al., 2017</xref>; <xref ref-type="bibr" rid="ref85">Smith et al., 2023</xref>; <xref ref-type="bibr" rid="ref91">Webber et al., 2021</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Improving perception and awareness of the relevance of science in real-world problems, fostering curiosity and critical thinking (<xref ref-type="bibr" rid="ref6">Ara&#x00FA;jo et al., 2023</xref>; <xref ref-type="bibr" rid="ref17">Branchini et al., 2015</xref>; <xref ref-type="bibr" rid="ref24">Collier et al., 2023</xref>; <xref ref-type="bibr" rid="ref49">Larkin et al., 2024</xref>; <xref ref-type="bibr" rid="ref78">Ruiz Whalen et al., 2025</xref>; <xref ref-type="bibr" rid="ref86">Taylor et al., 2024</xref>)</td>
</tr>
<tr>
<td align="left" valign="top">Strengthening scientific competencies and data analysis skills through the integration of science from primary to higher education (<xref ref-type="bibr" rid="ref60">Moore et al., 2020</xref>; <xref ref-type="bibr" rid="ref77">Rosenthal et al., 2024</xref>).</td>
</tr>
<tr>
<td align="left" valign="top">Encouraging collaboration between citizens, volunteers, and scientists, fostering social cohesion (<xref ref-type="bibr" rid="ref36">Estallo et al., 2024</xref>; <xref ref-type="bibr" rid="ref40">Ganzevoort et al., 2017</xref>; <xref ref-type="bibr" rid="ref59">Mitrache, 2024</xref>; <xref ref-type="bibr" rid="ref90">Wacker and Wicknick, 2024</xref>).</td>
</tr>
<tr>
<td align="left" valign="middle" rowspan="3">Knowledge generation and application</td>
<td align="left" valign="top">Collecting reliable and precise data on natural phenomena, species, and chemical-biological processes (<xref ref-type="bibr" rid="ref18">Brandt et al., 2022</xref>; <xref ref-type="bibr" rid="ref33">Duong et al., 2019</xref>; <xref ref-type="bibr" rid="ref41">Gassett et al., 2021</xref>; <xref ref-type="bibr" rid="ref51">Lichti et al., 2021</xref>; <xref ref-type="bibr" rid="ref55">L&#x00FC;sse et al., 2022</xref>).</td>
</tr>
<tr>
<td align="left" valign="top">Supporting the resolution of environmental, ecological, and health problems through data analysis, experiments, and observations (<xref ref-type="bibr" rid="ref10">Babich et al., 2021</xref>; <xref ref-type="bibr" rid="ref13">Bedessem et al., 2022</xref>; <xref ref-type="bibr" rid="ref56">Messager et al., 2022</xref>; <xref ref-type="bibr" rid="ref85">Smith et al., 2023</xref>).</td>
</tr>
<tr>
<td align="left" valign="top">Advancing scientific research through modern techniques such as DNA analysis and laboratory methods applied in both field and classroom settings (<xref ref-type="bibr" rid="ref16">Borrell et al., 2016</xref>; <xref ref-type="bibr" rid="ref31">Deiner et al., 2017</xref>; <xref ref-type="bibr" rid="ref32">Dopico et al., 2021</xref>)</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec14">
<label>3.5</label>
<title>Challenges in teaching Chemistry and Biology through citizen science projects</title>
<p>One of the main challenges in citizen science projects is ensuring data quality and reliability (<xref ref-type="bibr" rid="ref14">Berglund et al., 2023</xref>; <xref ref-type="bibr" rid="ref39">Frigerio et al., 2018</xref>; <xref ref-type="bibr" rid="ref58">Mitchell et al., 2017</xref>; <xref ref-type="bibr" rid="ref72">Reed et al., 2018</xref>; <xref ref-type="bibr" rid="ref76">Roelfsema et al., 2016</xref>; <xref ref-type="bibr" rid="ref79">Salom&#x00E9;-D&#x00ED;az et al., 2023</xref>). Common issues include species misidentification, geographic bias, and participants&#x2019; limited knowledge (<xref ref-type="bibr" rid="ref3">Aivelo, 2024</xref>; <xref ref-type="bibr" rid="ref52">Lindermann et al., 2024</xref>; <xref ref-type="bibr" rid="ref65">Paradise and Bartkovich, 2021</xref>; <xref ref-type="bibr" rid="ref67">Pernat et al., 2024</xref>). A lack of standardized methods, validated protocols, and centralized repositories (<xref ref-type="bibr" rid="ref21">Chen and Sun, 2018</xref>; <xref ref-type="bibr" rid="ref41">Gassett et al., 2021</xref>), combined with the reliance on low-cost tools, reduces the reliability of results and limits their scientific and educational value (<xref ref-type="bibr" rid="ref27">Dalgarno et al., 2018</xref>; <xref ref-type="bibr" rid="ref76">Roelfsema et al., 2016</xref>). These difficulties are compounded by traditional, lecture-based teaching methods that focus on rote memorization, making it harder to foster motivation, active participation, deep scientific understanding, and meaningful learning assessment (<xref ref-type="bibr" rid="ref35">Ellenburg et al., 2019</xref>; <xref ref-type="bibr" rid="ref44">Harris and Ballard, 2021</xref>; <xref ref-type="bibr" rid="ref57">Mioni, 2022</xref>).</p>
<p>Logistical and resource limitations also present a significant barrier. The scarcity of laboratories, infrastructure, funding, and specialized personnel affects the sustainability and continuity of projects in both urban and rural contexts (<xref ref-type="bibr" rid="ref3">Aivelo, 2024</xref>; <xref ref-type="bibr" rid="ref15">Bliese et al., 2020</xref>; <xref ref-type="bibr" rid="ref24">Collier et al., 2023</xref>; <xref ref-type="bibr" rid="ref37">Ezran et al., 2017</xref>; <xref ref-type="bibr" rid="ref41">Gassett et al., 2021</xref>; <xref ref-type="bibr" rid="ref78">Ruiz Whalen et al., 2025</xref>; <xref ref-type="bibr" rid="ref86">Taylor et al., 2024</xref>). Coordinating activities and integrating them into the curriculum can be complex, often preventing students from effectively connecting projects to academic content and relevant practical experiences (<xref ref-type="bibr" rid="ref30">Davies et al., 2016</xref>; <xref ref-type="bibr" rid="ref66">Peltoniemi et al., 2023</xref>; <xref ref-type="bibr" rid="ref75">Rode and Torkar, 2023</xref>).</p>
<p>Another major challenge involves motivation and participation. Student and volunteer engagement depends on their perception of project relevance, recognition of their contributions, and the extent to which the initiatives address real-world problems (<xref ref-type="bibr" rid="ref3">Aivelo, 2024</xref>; <xref ref-type="bibr" rid="ref21">Chen and Sun, 2018</xref>; <xref ref-type="bibr" rid="ref55">L&#x00FC;sse et al., 2022</xref>). Furthermore, equity, inclusion, and cultural diversity must be considered, requiring adapted strategies that foster the participation of diverse groups and connect science with meaningful social and ethical contexts (<xref ref-type="bibr" rid="ref4">Anthony et al., 2023</xref>; <xref ref-type="bibr" rid="ref42">Golumbic and Motion, 2021</xref>; <xref ref-type="bibr" rid="ref59">Mitrache, 2024</xref>).</p>
<p>Finally, insufficient training for both participants and teachers limits scientific literacy, data analysis skills, and the effective use of appropriate didactic methodologies (<xref ref-type="bibr" rid="ref30">Davies et al., 2016</xref>; <xref ref-type="bibr" rid="ref75">Rode and Torkar, 2023</xref>). While technological tools can be useful, they often face issues of accessibility, accuracy, and feedback. This highlights the need for intuitive interfaces, adequate resources, and structured support to ensure effective and reliable learning experiences within citizen science projects (<xref ref-type="bibr" rid="ref27">Dalgarno et al., 2018</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec15">
<label>4</label>
<title>Discussion</title>
<p>The results of this review show that most citizen science projects focus on biological topics, particularly in areas such as ecology and climate change, biodiversity, and species conservation. Phenological studies, ecosystem impact analyses, taxonomy, and species distribution emerged as the most frequent applications. This aligns with <xref ref-type="bibr" rid="ref87">Urv&#x00E1;lkov&#x00E1; and Janou&#x0161;kov&#x00E1; (2019)</xref>, who highlight the predominance of biology in citizen science initiatives. Although citizen science has historically been developed mainly in the biological domain, the integration of Chemistry while more limited shows significant potential to address environmental and public health challenges. Within Chemistry-related projects, the most frequent topics include water quality, contamination by metals and microplastics, food control, and biogeochemical cycles, reaffirming the role of this discipline in everyday life and scientific education (<xref ref-type="bibr" rid="ref1">Abe et al., 2016</xref>; <xref ref-type="bibr" rid="ref61">Musavi et al., 2018</xref>).</p>
<p>Regarding participant profiles, secondary school students represent the largest group of contributors, engaging from the early to the final years of their education. This early and continuous involvement facilitates scientific literacy and the development of experimental and analytical skills. As noted by <xref ref-type="bibr" rid="ref61">Musavi et al. (2018)</xref>, <xref ref-type="bibr" rid="ref84">Silva et al. (2016)</xref>, and <xref ref-type="bibr" rid="ref62">Nation and Hansen (2021)</xref>, such projects enable strong curricular interconnections, introducing students to STEM fields early on and encouraging active participation in solving real-world scientific problems.</p>
<p>The inclusion of teachers, volunteers, and community members broadens the scope of these initiatives, promoting collaboration between researchers and citizens and strengthening social cohesion. This aligns with <xref ref-type="bibr" rid="ref41">Gassett et al. (2021)</xref> and <xref ref-type="bibr" rid="ref14">Berglund et al. (2023)</xref>, who emphasize the value of community participation in addressing environmental challenges.</p>
<p>Citizen science projects demonstrated a significant role for both Chemistry and Biology in tackling real social and environmental problems. In the field of public health and food safety, activities include detecting contaminants in water, preventing diseases, and analyzing food to ensure quality and safety, consistent with <xref ref-type="bibr" rid="ref14">Berglund et al. (2023)</xref> and <xref ref-type="bibr" rid="ref16">Borrell et al. (2016)</xref>. In environmental conservation, participants contribute to monitoring marine, terrestrial, and urban ecosystems, observing pollinators and threatened species, and tracking environmental or migratory changes. <xref ref-type="bibr" rid="ref54">Lucrezi et al. (2018)</xref> highlight that this type of participation enables the collection of detailed biodiversity and ecosystem data, while <xref ref-type="bibr" rid="ref67">Pernat et al. (2024)</xref> note its contribution to conservation planning and sustainable resource management.</p>
<p>From an educational perspective, these projects enhance practical understanding of ecological, biological, and chemical concepts and promote the engagement of students, educators, and volunteers in authentic research experiences. <xref ref-type="bibr" rid="ref6">Ara&#x00FA;jo et al. (2023)</xref> underline the role of these initiatives in fostering curiosity and critical thinking, while <xref ref-type="bibr" rid="ref86">Taylor et al. (2024)</xref> argue that citizen science can bridge education and real-world experiences, strengthening data analysis skills and applied scientific understanding.</p>
<p>Despite these benefits, the study identified significant challenges in teaching and learning Chemistry and Biology through citizen science. Key issues include limited resources, insufficient teacher training, weak curricular integration, and difficulties in collecting and managing complex data. <xref ref-type="bibr" rid="ref15">Bliese et al. (2020)</xref> and <xref ref-type="bibr" rid="ref33">Duong et al. (2019)</xref> highlight that data quality can be affected by participants&#x2019; level of preparation, emphasizing the importance of adequate prior knowledge in Chemistry or Biology to make effective contributions.</p>
<p>The importance of Chemistry and Biology in citizen science projects is highlighted by their capacity to connect research, education, and community action. The findings of this study are consistent with previous literature, which emphasizes the value of combining active learning with citizen participation to enhance both scientific understanding and the ability to address local and global problems (<xref ref-type="bibr" rid="ref36">Estallo et al., 2024</xref>; <xref ref-type="bibr" rid="ref77">Rosenthal et al., 2024</xref>). Accordingly, the evidence indicates that citizen science contributes not only to research, but also to the development of critical and responsible citizens in relation to environmental and health challenges within their communities.</p>
<sec id="sec16">
<label>4.1</label>
<title>Relevance of Chemistry and Biology in citizen science projects</title>
<p>Chemistry and Biology play a fundamental role in citizen science because they enable the understanding, analysis, and resolution of environmental, health, and social problems through active community participation. These disciplines provide the conceptual and methodological tools to identify contaminants, study ecosystems, monitor biodiversity, understand biological processes, and assess chemical risks. Although volunteer data collection, such as water sampling, soil analysis, or species identification, may present precision limitations, it generates valuable information that complements traditional scientific studies and expands research coverage to broader geographic areas and more diverse populations.</p>
<p>In addition, citizen science projects promote hands-on learning of Chemistry and Biology concepts by fostering skills related to observation, analysis, data interpretation, and critical thinking. Students and citizens develop scientific and epistemological competencies that go beyond theoretical knowledge, learning to relate natural and chemical phenomena to real-world problems in their local contexts. This direct connection between knowledge and application strengthens motivation, interest in science, and the ability to participate in an informed manner in environmental and public health decision-making.</p>
<p>In a broader context, the integration of Chemistry and Biology in these projects contributes to sustainable and social development by providing tools to address environmental challenges, conserve natural resources, improve water and air quality, and promote inclusive science education. It also strengthens scientific citizenship by involving diverse actors in research, fostering collaboration among educational institutions, communities, and scientists, and raising awareness of the importance of science in addressing collective problems.</p>
<p>Therefore, the relevance of these disciplines is reflected in their capacity to inform evidence-based policies and practices. Data generated through citizen science projects, despite their limitations, help guide local and national decisions in health, conservation, and education, strengthening the relationship between scientific research, learning, and social development. In this way, Chemistry and Biology are not only relevant for academic training and scientific knowledge, but also become strategic tools for sustainable progress and societal participation in the development of solutions to complex problems.</p>
</sec>
<sec id="sec17">
<label>4.2</label>
<title>Practical implications and future research directions</title>
<p>The findings of this study highlight the significant potential of integrating citizen science into Chemistry and Biology education to strengthen academic training, promote scientific literacy, and raise awareness of environmental and social issues from an early age. The active participation of students, teachers, and communities fosters analytical skills, data interpretation, and critical thinking, while encouraging collaboration and engagement with scientific research. From a practical perspective, these initiatives can be incorporated as innovative pedagogical tools by designing projects that directly link curricular content with local, environmental, and public health challenges, adapting objectives and methods to different educational levels and participant profiles.</p>
<p>In terms of future research, there is considerable scope to explore the effectiveness of different citizen science models, including the use of emerging technologies, digital data collection platforms, and participatory methodologies that extend involvement beyond formal educational settings. It is also relevant to examine the influence of contextual factors, such as educational infrastructure, access to resources, and participant training on the quality and reliability of the data generated. Longitudinal studies could further assess the sustained impact of these initiatives on scientific understanding, student motivation, and community capacity to address social and environmental problems. This would contribute to the development of clear guidelines for the implementation of citizen science projects in diverse regions and contexts.</p>
</sec>
<sec id="sec18">
<label>4.3</label>
<title>Study limitations</title>
<p>This study presents several limitations that should be taken into account when interpreting its findings. The systematic review relied on projects documented in the scientific literature, which may have excluded local or unpublished initiatives that also provide valuable evidence. The heterogeneity in the quality and level of detail of the reported information made it difficult to conduct consistent comparisons across projects and to accurately assess the role of participants according to their educational profiles.</p>
<p>Additionally, Chemistry-related applications were less represented than those in Biology, which limited the analysis of their potential contribution to addressing social and environmental problems. The lack of longitudinal follow-up further restricted the ability to assess the sustained effects of citizen participation on scientific literacy, knowledge generation, and problem-solving in different contexts. These limitations point to important opportunities for future research, particularly in curricular integration, participant training, and the long-term impact assessment of citizen science initiatives.</p>
</sec>
</sec>
<sec sec-type="conclusions" id="sec19">
<label>5</label>
<title>Conclusion</title>
<p>Citizen science projects demonstrate that Biology and Ecology dominate most initiatives, with themes centered on biodiversity studies, species conservation, and monitoring ecosystem changes. Chemistry appears less frequently, mainly in the assessment of water quality and contaminant detection, indicating an untapped potential for integrating chemical problems into educational and community contexts. This thematic orientation reflects a growing interest in linking science to real-world challenges, offering participants opportunities to understand the practical applicability of scientific concepts.</p>
<p>Secondary school students represent the largest proportion of participants, engaging from early stages through advanced levels of their education. This continuity fosters scientific literacy and the development of experimental and analytical competencies, gradually introducing students to STEM fields. The involvement of teachers, volunteers, and community members amplifies the impact of these projects by creating spaces for collaboration and strengthening connections among different actors in both research and education.</p>
<p>Citizen science provides meaningful opportunities for Chemistry and Biology to address social and environmental problems, supplying valuable information on water quality, contaminants, species conservation, and ecosystem changes. These initiatives also promote active learning and the development of observation, data analysis, and critical thinking skills, showing that science can be a powerful tool for building competencies and understanding everyday phenomena.</p>
<p>However, important challenges remain, including limited resource availability, insufficient teacher training, partial curricular integration, and the complexity of data collection and management. These limitations highlight the need to equip participants with prior knowledge and basic skills in Chemistry and Biology to improve both data quality and educational outcomes.</p>
<p>Overall, the findings suggest that citizen science projects constitute a meaningful space to connect science, society, and education, fostering active learning, multi-actor collaboration, and the generation of useful information to understand and analyze real-world problems. The accumulated experience from these initiatives provides a foundation for strengthening disciplinary integration, improving participant training, and expanding the social and educational impact of citizen science.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec20">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref rid="SM1" ref-type="supplementary-material">Supplementary material</xref>, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="sec21">
<title>Author contributions</title>
<p>CB-V: Conceptualization, Formal analysis, Funding acquisition, Investigation, Resources, Software, Supervision, Validation, Writing &#x2013; original draft. LM-C: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Project administration, Validation, Writing &#x2013; review &#x0026; editing. PP-A: Funding acquisition, Investigation, Methodology, Validation, Visualization, Writing &#x2013; original draft. EQ-C: Funding acquisition, Investigation, Methodology, Writing &#x2013; review &#x0026; editing. CB-E: Funding acquisition, Investigation, Supervision, Validation, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We thank the students and Faculty of Educational, Human, and Technological Sciences for their valuable support in data collection.</p>
</ack>
<sec sec-type="COI-statement" id="sec22">
<title>Conflict of interest</title>
<p>The author(s) declared that this work was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="ai-statement" id="sec23">
<title>Generative AI statement</title>
<p>The author(s) declared that Generative AI was used in the creation of this manuscript. All content has been generated by the authors without the use of Generative AI; however, ChatGPT was used for correction and translation.</p>
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<fn fn-type="custom" custom-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1418574/overview">R. Ahmad Zaky El Islami</ext-link>, Universitas Sultan Ageng Tirtayasa, Indonesia</p>
</fn>
<fn fn-type="custom" custom-type="reviewed-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1666795/overview">Chia Pin Kao</ext-link>, Southern Taiwan University of Science and Technology, Taiwan</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3301448/overview">Topik Hidayat</ext-link>, Indonesia University of Education, Indonesia</p>
</fn>
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