<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="review-article">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2021.741045</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Mini Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Revisiting Research Methods in Language Learning Psychology From a Complexity Dynamic System Theory Perspective</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Yang</surname> <given-names>Jianbo</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1403453/overview"/>
</contrib>
</contrib-group>
<aff><institution>Center for Second Language Writing Research, School of College English Teaching and Research, Henan University</institution>, <addr-line>Kaifeng</addr-line>, <country>China</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Ali Derakhshan, Golestan University, Iran</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Jieping Xu, Chaohu University, China; Davoud Amini, Azarbaijan Shahid Madani University, Iran</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Jianbo Yang <email>yangjianbo&#x00040;henu.edu.cn</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Positive Psychology, a section of the journal Frontiers in Psychology</p></fn></author-notes>
<pub-date pub-type="epub">
<day>19</day>
<month>08</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>741045</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>07</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2021 Yang.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Yang</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract><p>Language learning is a dynamic and complex process in which different factors and variables are constantly interacting. However, many studies done on constructs related to teacher-learner psychology have used one-shot quantitative research designs, while it is impossible to capture the complexity and dynamism of such variables <italic>via</italic> one-time measurements. Against this gap, complexity dynamic system theory (CDST) has recently been applied to explore processes and changes that a construct may undergo. To shed more light, the present study examined the current research methods used in this research domain and presented the contributions and different conceptualizations that can be made through CDST. In the end, some implications and future directions are suggested for passionate scholars.</p></abstract>
<kwd-group>
<kwd>language learning psychology</kwd>
<kwd>complexity dynamic system theory</kwd>
<kwd>data collection methods</kwd>
<kwd>research methods</kwd>
<kwd>complexity and dynamism</kwd>
</kwd-group>
<counts>
<fig-count count="0"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="29"/>
<page-count count="4"/>
<word-count count="3272"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Language learning is known as a complex process that requires different cognitive and linguistic skills and competencies to successfully occur (Larsen-Freeman and Cameron, <xref ref-type="bibr" rid="B20">2008</xref>). When it is combined with psychology, emotions, and communication skills, this complexity is multiplied in human beings. Many of the underlying factors of language learning and learner&#x00027;s affect are in close relationships with other variables which are constantly interacting with each other (Xie and Derakhshan, <xref ref-type="bibr" rid="B29">2021</xref>). The story gets more complicated when most of the factors and constructs involved in the language learning process develop through time and vary across contexts (MacIntyre et al., <xref ref-type="bibr" rid="B22">2020</xref>). As a result, researching language learning, in general, and constructs related to learner-teacher psychology, in particular, are a demanding task that is impossible <italic>via</italic> traditional and simplistic approaches. To capture the dynamism of many variables in second language acquisition (SLA) and language learning psychology (LLP),scholars are recommended to use Complexity Dynamic System Theory (CDST) which grew out of Larsen-Freeman&#x00027;s (<xref ref-type="bibr" rid="B16">1997</xref>) seminal work.</p>
<p>The propositions of CDST have been widely applied in different fields such as humanities, social sciences, physics, natural sciences, psychology, and communication (Fogel, <xref ref-type="bibr" rid="B12">2006</xref>; Wang et al., <xref ref-type="bibr" rid="B28">2021</xref>). In contrast, SLA and applied linguistics have mainly used CDST as a theoretical lens instead of an empirical research basis (MacIntyre et al., <xref ref-type="bibr" rid="B21">2017</xref>). As pinpointed by Larsen-Freeman (<xref ref-type="bibr" rid="B18">2017</xref>), the reason behind this gap is that in these two fields, running empirical studies on CDST has long been perceived as meta-theoretical in essence. That is to say, CDST is not a language learning theory, but instead an approach to develop a theory. Nevertheless, with the groundbreaking works of a number of SLA researchers (e.g., De Bot et al., <xref ref-type="bibr" rid="B4">2007</xref>; D&#x000F6;rnyei et al., <xref ref-type="bibr" rid="B9">2014</xref>; Larsen-Freeman, <xref ref-type="bibr" rid="B18">2017</xref>; Hiver et al., <xref ref-type="bibr" rid="B14">2021</xref>, among others), the applicability of this meta-theory in the field of SLA has been scientifically substantiated. Language education, owing to its inherent dynamism, variation, and stability, is a fertile ground to spread the seeds of CDST on. It goes well with CDST in that language learning and development is not solely a matter of language competence occurring in a vacuum, yet the offshoot of the interaction of numerous intervening factors which are continuously influencing each other as well as the language learning process.</p>
<p>Drawing on these conceptualizations, recently, SLA scholars have examined CDST in relation to the different learner and teacher psychology constructs including anxiety, motivation, willingness to communicate (WTC), agency, self-efficacy, demotivation, and enjoyment (Almutlaq and Etherington, <xref ref-type="bibr" rid="B1">2018</xref>; Boudreau et al., <xref ref-type="bibr" rid="B3">2018</xref>; Hiver and Papi, <xref ref-type="bibr" rid="B15">2019</xref>; Larsen-Freeman, <xref ref-type="bibr" rid="B19">2019</xref>; Syed and Kuzborska, <xref ref-type="bibr" rid="B26">2020</xref>). In a similar manner, the impact of CDST on L2 students&#x00027; listening (Dong, <xref ref-type="bibr" rid="B8">2016</xref>), speaking (Dou et al., <xref ref-type="bibr" rid="B10">2021</xref>), and writing skills (Fogal and Verspoor, <xref ref-type="bibr" rid="B11">2020</xref>) has caught duly attention among researchers in this domain. However, most of the conducted studies in this area have collected their data without referring to the perspectives of CDST which can generate novel interpretations and methodological suggestions. Against this lack, the current study aimed to explain the research benefits of applying CDST to learner/teacher psychology and summons researchers for a revision in choosing their data collection methods.</p>
</sec>
<sec id="s2">
<title>Background</title>
<sec>
<title>Complexity Dynamic System Theory (CDST)</title>
<p>CDST is a comprehensive approach to study the complicated systems and sub-systems of a phenomenon. It aims to unpack the underlying processes and factors which dynamically interact to cause an event, change, or development. This meta-theory has its roots in natural sciences such as biology, physics, chemistry, and mathematics where it has been implemented to justify simple systems (Amerstorfer, <xref ref-type="bibr" rid="B2">2020</xref>). CDST takes a holistic approach to deal with dynamic and complex systems in which the incidents are no longer viewed as predictable, fixed, isolated, and in a simple cause-and-effect relationship (Larsen-Freeman, <xref ref-type="bibr" rid="B16">1997</xref>). The theory brought fresh insights to SLA as its features were significantly fit with the tenets of CDST. The language was approved as a system in which numerous factors constantly interact and the collective outcome is the result of individual, intertwined components (Mercer, <xref ref-type="bibr" rid="B23">2011</xref>). Based on this theory, language learning and development is no longer a linear, predictable, and identical process among all people. Instead, it is a complex system with many interconnected sub-systems which mutually affect each other in non-predictable trajectories (De Bot et al., <xref ref-type="bibr" rid="B4">2007</xref>). In other words, language learning is the by-product of a network of personal, cultural, social, psychological, and contextual factors which are involved in a nested and co-adaptive relationship with blurry boundaries (Ushioda, <xref ref-type="bibr" rid="B27">2015</xref>; Mercer, <xref ref-type="bibr" rid="B24">2016</xref>). A tiny change in one of these components and sub-systems can drastically affect the whole system and cause unpredictable outcomes.</p>
</sec>
<sec>
<title>Characteristics of CDST</title>
<p>As put by Mercer (<xref ref-type="bibr" rid="B24">2016</xref>), for a system to be considered as complex and dynamic some criteria must be met. These attributes that form the basis of CDST include; timescales, openness, predictability, stability, variability, attractor and repeller states, emergence, self-organization, soft assembly, fractalization, non-linearity, and sensitive dependence on initial conditions (the butterfly effect). <bold><italic>Timescales</italic></bold>, as the most pivotal contribution, points to the effects of time on a process or attribute. Some constructs like anxiety, stress, and motivation may manifest themselves short-run, long-run, or even moment-by-moment. These timescales are nested in each other as seconds in minutes, minutes in hours, hours in days, days in weeks, weeks in months, months in years (Larsen-Freeman and Cameron, <xref ref-type="bibr" rid="B20">2008</xref>). <bold><italic>Openness</italic></bold> refers to the impact of unpredicted sources on the functionality of a process or construct which brings clarity to their dynamics and unfolds their nature. <bold><italic>Unpredictability</italic></bold> of CDST argues that even by knowing the whole system and its interactions, one cannot predict the upcoming event or process. <bold><italic>Stability</italic></bold> concerns the relatively constant state of the overall system, for a period of time, despite the existing fluctuations. <bold><italic>Variability</italic></bold> of a system means that the current state of the system is the offshoot of the modifications to a previous state. <bold><italic>Attractor</italic></bold> state is what a system is doing at a particular moment whether it is pleasant or not. <bold><italic>Repeller</italic></bold> state is a state in which the system pushes something away regardless of its valence (positive or negative). <bold><italic>Emergence</italic></bold> proposes that the overall state of a system is something greater than the sum of its interacting components. <bold><italic>Self-organization</italic></bold> posits that systems do not follow a pre-specified plan but are intrinsically predisposed to organize themselves and show coherent patterns. <bold><italic>Soft assembly</italic></bold> suggests that the underlying components of a system can be re-configured into clear patterns as systems self-organize. Another feature of CDST is <bold><italic>fractalization</italic></bold> which refers to the ability of a system to exhibit and predict self-similar patterns/behaviors across various levels and timescales. <bold><italic>Non-linearity</italic></bold> suggests that the relationship between two factors in language learning is not always linear and straightforward. Finally, sensitive dependence on initial conditions or <bold><italic>the butterfly effect</italic></bold> argues that small features of the initial system can influence its subsequent evolution and functionality. Hence, small variations between two L2 students may entirely affect their language learning outcomes.</p>
</sec>
<sec>
<title>The Nature of Research in CDST</title>
<p>Research in CDST perspective differs from simple quantitative and qualitative studies common in exploring teacher-learner psychology. The unique research properties of this meta-theory include; its substantially different <italic>research questions</italic> which are emergent and dynamically re-phraseable, <italic>process-oriented approach</italic> to understand an event considering one&#x00027;s cognition, emotion, social context, culture, and interactions, focus on <italic>individual-experiences</italic> rather than generalizable patterns of behavior, different <italic>analytical tools</italic>, and favoring <italic>dense, longitudinal</italic>, and <italic>individual data</italic> instead of large samples. Moreover, CDST research highlights ongoing and retrospective data collection techniques in place of self-report data in interviews, journals, and narratives to capture the dynamics of behavior. Likewise, CDST takes a holistic perspective which is against the reduction and fragmentation of factors and processes. It should be noted that referring to CDST as a conceptual framework to explain the data is not enough and it must be followed in the research design, data collection procedure, and data analysis phases.</p>
</sec>
</sec>
<sec id="s3">
<title>Researching LLP</title>
<p>Over the last decades, numerous studies have been conducted on different variables related to teacher-learner psychology mainly using one-shot and quantitative research designs (MacIntyre et al., <xref ref-type="bibr" rid="B22">2020</xref>). Among many constructs in L2 learning, anxiety, motivation, stress, efficacy, WTC, interpersonal communication skills, resilience, stroke, enjoyment, engagement etc. have been substantially explored in different educational contexts (Dewaele and MacIntyre, <xref ref-type="bibr" rid="B7">2014</xref>; Almutlaq and Etherington, <xref ref-type="bibr" rid="B1">2018</xref>; Boudreau et al., <xref ref-type="bibr" rid="B3">2018</xref>; Derakhshan et al., <xref ref-type="bibr" rid="B6">2019</xref>; Derakhshan, <xref ref-type="bibr" rid="B5">2021</xref>; Pishghadam et al., <xref ref-type="bibr" rid="B25">2021</xref>). However, these studies have mostly been correlational and based on quantitative data. In scrutinizing LLP, some qualitative methods such as interviews, observations, and journals have also been employed to examine the process of change in these variables, but normally they have not captured the dynamism of change in action which is the heart of CDST.</p>
<p>It is evident that many of these constructs related to emotions and interpersonal communication skills (e.g., clarity, credibility, immediacy, rapport, and care) are unlikely to be measured <italic>via</italic> simple quantitative, one-shot, and pre/post-test designs. The nature of these variables in SLA is extremely complicated which takes a long period of time to be (re)constructed in a learner. Hence, the use of traditional quantitative-qualitative research designs falls short of scientific standards in this scholarly domain. That is why, when the same variables are examined by CDST, contradictory results may be obtained when the researcher scrutinizes the nature of a variable and its interacting sub-systems.</p>
</sec>
<sec id="s4">
<title>The Applications of CDST to LLP Research</title>
<p>Despite its existing logistic challenges and the generalizability of findings, CDST has different applications to research in SLA and LLP. As a case in point, researchers can investigate constructs related to teacher-learner psychology focusing on different timescales to see if the observed patterns of behavior occur at other levels. Similarly, CDST provides fresh insights for running idiodynamic studies to explore the nature of dynamic, stable, and variable changes in a construct (Boudreau et al., <xref ref-type="bibr" rid="B3">2018</xref>). Moreover, this theory urges avid scholars to focus on unusual, unpredictable, unique, and outlier cases. They can also integrate social and cognitive dimensions of SLA using CDST (Larsen-Freeman, <xref ref-type="bibr" rid="B17">2010</xref>). Additionally, CDST opposes a priori determination and definition of constructs and their measurements and stresses that LLP constructs must be put in motion to see how they interact and go together leaving a space for the potential influences from other sources on their development. Methodologically, CDST has introduced novel quantitative and qualitative research methods to applied linguistics including panel designs, latent growth curve modeling, multilevel modeling, idiodynamic method, qualitative comparative analysis, process tracing, retrodictive qualitative modeling, agent-based modeling, and socialnetwork analysis (Hiver and Al-Hoorie, <xref ref-type="bibr" rid="B13">2020</xref>). Each of these methods can significantly capture the complexity and dynamism of LLP variables. Nevertheless, CDST is still a nascent approach to research the dynamics of teacher-learner psychology which requires complementary studies at various levels to have substantial contributions. Otherwise, it fades away as time passes, and if nothing valuable is offered by the theory.</p>
</sec>
<sec id="s5">
<title>Implications and Future Directions</title>
<p>In this study, it was concluded that language learning psychology is a complicated phenomenon that is not measurable <italic>via</italic> one-shot research instruments. To capture its complexity and dynamism, CDST approach was introduced to SLA and LLP research to detect the developmental process of many social, cognitive, and psychological teacher-learner variables. Although this theory seems technical, complicated, and with logistic problems, its application to L2 education is advantageous in that it can increase the awareness of L2 teachers, students, materials developers, and researchers. Teachers can use the findings to improve students&#x00027; language learning by using teaching methods and classroom activities that are in tune with the principles of CDST. Similarly, students would find this study of value in that they can realize that language learning is the result of an interplay of numerous interacting components and takes a logical time to develop. Materials developers can develop textbooks and activities which reflect the dynamism and non-linearity of language competence. Finally, researchers can use the ideas of this study to run comparable studies in other fields and contexts as CDST is context-specific. Moreover, running cross-cultural studies is a fresh topic for research to see the applicability of CDST in different cultures. Additionally, future studies can be conducted on teacher-related and interpersonal communication variables from the perspective of CDST. Likewise, emotions in language education can be explored longitudinally through the lens of CDST. Finally, CDST research designs can be employed by future scholars to drive the field forward regarding the dynamics of SLA.</p>
</sec>
<sec id="s6">
<title>Author Contributions</title>
<p>JY independently drafted the first manuscript and revised meticulously before it was submitted to this special issue for Frontiers in Psychology.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The author declares that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s7">
<title>Publisher&#x00027;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Almutlaq</surname> <given-names>S.</given-names></name> <name><surname>Etherington</surname> <given-names>M. S.</given-names></name></person-group> (<year>2018</year>). <article-title>Investigating L2 learners&#x00027; writing self-efficacy as a complex dynamic system</article-title>. <source>Int. J. Engl. Lang. Educ.</source> <volume>6</volume>, <fpage>155</fpage>&#x02013;<lpage>177</lpage>. <pub-id pub-id-type="doi">10.5296/ijele.v6i1.13163</pub-id></citation>
</ref>
<ref id="B2">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Amerstorfer</surname> <given-names>C. M.</given-names></name></person-group> (<year>2020</year>). <article-title>The dynamism of strategic learning: complexity theory in strategic L2 development</article-title>. <source>Stud. Sec. Lang. Learn. Teach.</source> <volume>10</volume>, <fpage>21</fpage>&#x02013;<lpage>44</lpage>. <pub-id pub-id-type="doi">10.14746/ssllt.2020.10.1.2</pub-id></citation>
</ref>
<ref id="B3">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Boudreau</surname> <given-names>C.</given-names></name> <name><surname>MacIntyre</surname> <given-names>P.</given-names></name> <name><surname>Dewaele</surname> <given-names>J. M.</given-names></name></person-group> (<year>2018</year>). <article-title>Enjoyment and anxiety in second language communication: an idiodynamic approach</article-title>. <source>Stud. Sec. Lang. Learn. Teach.</source> <volume>8</volume>, <fpage>149</fpage>&#x02013;<lpage>170</lpage>. <pub-id pub-id-type="doi">10.14746/ssllt.2018.8.1.7</pub-id></citation>
</ref>
<ref id="B4">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>De Bot</surname> <given-names>K.</given-names></name> <name><surname>Lowie</surname> <given-names>W.</given-names></name> <name><surname>Verspoor</surname> <given-names>M.</given-names></name></person-group> (<year>2007</year>). <article-title>A dynamic systems theory approach to second language acquisition</article-title>. <source>Bilingualism Lang. Cogn.</source> <volume>10</volume>, <fpage>7</fpage>&#x02013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1017/S1366728906002732</pub-id></citation>
</ref>
<ref id="B5">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Derakhshan</surname> <given-names>A.</given-names></name></person-group> (<year>2021</year>). <article-title>The predictability of Turkman students&#x00027; academic engagement through Persian language teachers&#x00027; non-verbal immediacy and credibility</article-title>. <source>J. Teach. Persian Speakers Other Lang.</source> <volume>10</volume>, <fpage>3</fpage>&#x02013;<lpage>26</lpage>. <pub-id pub-id-type="doi">10.30479/jtpsol.2021.14654.1506</pub-id></citation>
</ref>
<ref id="B6">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Derakhshan</surname> <given-names>A.</given-names></name> <name><surname>Saeidi</surname> <given-names>M.</given-names></name> <name><surname>Beheshti</surname> <given-names>F.</given-names></name></person-group> (<year>2019</year>). <article-title>The interplay between Iranian EFL teachers&#x00027; conceptions of intelligence, care, feedback, and students&#x00027; stroke</article-title>. <source>IUP J. Engl. Stud.</source> <volume>14</volume>, <fpage>81</fpage>&#x02013;<lpage>98</lpage>.</citation>
</ref>
<ref id="B7">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dewaele</surname> <given-names>J. M.</given-names></name> <name><surname>MacIntyre</surname> <given-names>P. D.</given-names></name></person-group> (<year>2014</year>). <article-title>The two faces of Janus? Anxiety and enjoyment in the foreign language classroom</article-title>. <source>Stud. Sec. Lang. Learn. Teach.</source> <volume>4</volume>, <fpage>237</fpage>&#x02013;<lpage>274</lpage>. <pub-id pub-id-type="doi">10.14746/ssllt.2014.4.2.5</pub-id></citation>
</ref>
<ref id="B8">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dong</surname> <given-names>J.</given-names></name></person-group> (<year>2016</year>). <article-title>A dynamic systems theory approach to development of listening strategy use and listening performance</article-title>. <source>System</source> <volume>63</volume>, <fpage>149</fpage>&#x02013;<lpage>165</lpage>. <pub-id pub-id-type="doi">10.1016/j.system.2016.10.004</pub-id></citation>
</ref>
<ref id="B9">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>D&#x000F6;rnyei</surname> <given-names>Z.</given-names></name> <name><surname>Henry</surname> <given-names>A.</given-names></name> <name><surname>MacIntyre</surname> <given-names>P. D.</given-names></name></person-group> (<year>2014</year>). <source>Motivational Dynamics in Language Learning.</source> <publisher-loc>Bristol</publisher-loc>: <publisher-name>Multilingual Matters</publisher-name>. <pub-id pub-id-type="doi">10.21832/9781783092574</pub-id></citation>
</ref>
<ref id="B10">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dou</surname> <given-names>Q.</given-names></name> <name><surname>Li</surname> <given-names>G.</given-names></name> <name><surname>Tang</surname> <given-names>Y.</given-names></name></person-group> (<year>2021</year>). <article-title>Oral English development of EFL learners from the perspective of complexity dynamic theory</article-title>. <source>Complexity</source> <volume>2021</volume>:<fpage>9965139</fpage>. <pub-id pub-id-type="doi">10.1155/2021/9965139</pub-id></citation>
</ref>
<ref id="B11">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Fogal</surname> <given-names>G. G.</given-names></name> <name><surname>Verspoor</surname> <given-names>M. H.</given-names></name></person-group> (<year>2020</year>). <source>Complex Dynamic Systems Theory and L2 Writing Development</source>. <publisher-loc>Amsterdam</publisher-loc>: <publisher-name>John Benjamins Publishing Company</publisher-name>. <pub-id pub-id-type="doi">10.1075/lllt.54</pub-id></citation>
</ref>
<ref id="B12">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fogel</surname> <given-names>A.</given-names></name></person-group> (<year>2006</year>). <article-title>Dynamic systems research on interindividual communication: the transformation of meaning-making</article-title>. <source>J. Dev. Proces.</source> <volume>1</volume>, <fpage>7</fpage>&#x02013;<lpage>30</lpage>.</citation>
</ref>
<ref id="B13">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Hiver</surname> <given-names>P.</given-names></name> <name><surname>Al-Hoorie</surname> <given-names>A. H.</given-names></name></person-group> (<year>2020</year>). <source>Research Methods for Complexity Theory in applied Linguistics</source>. <publisher-loc>Bristol</publisher-loc>: <publisher-name>Multilingual Matters</publisher-name>. <pub-id pub-id-type="doi">10.21832/9781788925754</pub-id></citation>
</ref>
<ref id="B14">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Hiver</surname> <given-names>P.</given-names></name> <name><surname>Al-Hoorie</surname> <given-names>A. H.</given-names></name> <name><surname>Evans</surname> <given-names>R.</given-names></name></person-group> (<year>2021</year>). <article-title>Complex dynamic systems theory in language learning: a systematic review of 25 years of research</article-title>, in <source>Paper presented at the American Association for Applied Linguistics (AAAL) Virtual Conference</source>.</citation>
</ref>
<ref id="B15">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Hiver</surname> <given-names>P.</given-names></name> <name><surname>Papi</surname> <given-names>M.</given-names></name></person-group> (<year>2019</year>). <article-title>Complexity theory and L2 motivation</article-title>, in <source>The Palgrave Handbook of Motivation for Language Learning</source>, eds <person-group person-group-type="editor"><name><surname>Lamb</surname> <given-names>M.</given-names></name> <name><surname>Csiz&#x000E9;r</surname> <given-names>K.</given-names></name> <name><surname>Henry</surname> <given-names>A.</given-names></name> <name><surname>Ryan</surname> <given-names>S.</given-names></name></person-group> (<publisher-loc>Basingstoke</publisher-loc>: <publisher-name>Palgrave</publisher-name>), <fpage>117</fpage>&#x02013;<lpage>137</lpage>. <pub-id pub-id-type="doi">10.1007/978-3-030-28380-3_6</pub-id></citation>
</ref>
<ref id="B16">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Larsen-Freeman</surname> <given-names>D.</given-names></name></person-group> (<year>1997</year>). <article-title>Chaos/complexity science and second language acquisition</article-title>. <source>Appl. Linguist</source>. <volume>18</volume>, <fpage>141</fpage>&#x02013;<lpage>165</lpage>. <pub-id pub-id-type="doi">10.1093/applin/18.2.141</pub-id></citation>
</ref>
<ref id="B17">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Larsen-Freeman</surname> <given-names>D.</given-names></name></person-group> (<year>2010</year>). <article-title>The dynamic co-adaptation of cognitive and social views: a complexity theory perspective</article-title>, in <source>Sociocognitive Perspectives on Language Use and Language Learning</source>, ed <person-group person-group-type="editor"><name><surname>Bastone</surname> <given-names>R.</given-names></name></person-group> (<publisher-loc>Oxford</publisher-loc>: <publisher-name>Oxford University Press</publisher-name>), <fpage>40</fpage>&#x02013;<lpage>53</lpage>.</citation>
</ref>
<ref id="B18">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Larsen-Freeman</surname> <given-names>D.</given-names></name></person-group> (<year>2017</year>). <article-title>Complexity theory: the lessons continue</article-title>, in <source>Complexity Theory and Language Development: In Celebration of Diane Larsen-Freeman</source>, eds <person-group person-group-type="editor"><name><surname>Ortega</surname> <given-names>L.</given-names></name> <name><surname>Han</surname> <given-names>Z.</given-names></name></person-group> (<publisher-loc>Amsterdam</publisher-loc>: <publisher-name>John Benjamins</publisher-name>), <fpage>11</fpage>&#x02013;<lpage>50</lpage>. <pub-id pub-id-type="doi">10.1075/lllt.48.02lar</pub-id></citation>
</ref>
<ref id="B19">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Larsen-Freeman</surname> <given-names>D.</given-names></name></person-group> (<year>2019</year>). <article-title>On language learner agency: a complex dynamic systems theory perspective</article-title>. <source>Modern Lang. J</source>. <volume>103</volume>, <fpage>61</fpage>&#x02013;<lpage>79</lpage>. <pub-id pub-id-type="doi">10.1111/modl.12536</pub-id></citation>
</ref>
<ref id="B20">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Larsen-Freeman</surname> <given-names>D.</given-names></name> <name><surname>Cameron</surname> <given-names>L.</given-names></name></person-group> (<year>2008</year>). <article-title>Complex systems and applied linguistics</article-title>. <source>Modern Lang. J.</source> <volume>92</volume>, <fpage>644</fpage>&#x02013;<lpage>645</lpage>. <pub-id pub-id-type="doi">10.1111/j.1540-4781.2008.00793_5.x</pub-id></citation>
</ref>
<ref id="B21">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>MacIntyre</surname> <given-names>P. D.</given-names></name> <name><surname>MacKay</surname> <given-names>E.</given-names></name> <name><surname>Ross</surname> <given-names>J.</given-names></name> <name><surname>Abel</surname> <given-names>E.</given-names></name></person-group> (<year>2017</year>). <article-title>The emerging need for methodsappropriate to study dynamic systems</article-title>, in <source>Complexity Theory and Language Development: In Celebration of Diane Larsen-Freeman</source>, eds <person-group person-group-type="editor"><name><surname>Ortega</surname> <given-names>L.</given-names></name> <name><surname>Han</surname> <given-names>Z.</given-names></name></person-group> (<publisher-loc>Amsterdam</publisher-loc>: <publisher-name>John Benjamins</publisher-name>), <fpage>97</fpage>&#x02013;<lpage>122</lpage>. <pub-id pub-id-type="doi">10.1075/lllt.48.06mac</pub-id></citation>
</ref>
<ref id="B22">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>MacIntyre</surname> <given-names>P. D.</given-names></name> <name><surname>Mercer</surname> <given-names>S.</given-names></name> <name><surname>Gregersen</surname> <given-names>T.</given-names></name></person-group> (<year>2020</year>). <article-title>Reflections on researching dynamics in language learning psychology</article-title>, in <source>Complexity Perspectives on Researching Language Learner and Teacher Psychology</source>, eds <person-group person-group-type="editor"><name><surname>Sampsonand</surname> <given-names>R. J.</given-names></name> <name><surname>Pinner</surname> <given-names>R. S.</given-names></name></person-group> (<publisher-loc>Bristol</publisher-loc>: <publisher-name>Multilingual Matters</publisher-name>), <fpage>15</fpage>&#x02013;<lpage>34</lpage>.</citation>
</ref>
<ref id="B23">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mercer</surname> <given-names>S.</given-names></name></person-group> (<year>2011</year>). <article-title>The self as a complex dynamic system</article-title>. <source>Stud. Sec. Lang. Learn. Teach.</source> <volume>1</volume>, <fpage>57</fpage>&#x02013;<lpage>82</lpage>. <pub-id pub-id-type="doi">10.14746/ssllt.2011.1.1.4</pub-id></citation>
</ref>
<ref id="B24">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Mercer</surname> <given-names>S.</given-names></name></person-group> (<year>2016</year>). <article-title>The context within me: L2 self as a complex dynamic system</article-title>, in <source>The Dynamic Interplay Between Context and the Languagelearner</source>, ed <person-group person-group-type="editor"><name><surname>King</surname> <given-names>J.</given-names></name></person-group> (<publisher-loc>Basingstoke</publisher-loc>: <publisher-name>Palgrave Macmillan</publisher-name>), <fpage>11</fpage>&#x02013;<lpage>28</lpage>. <pub-id pub-id-type="doi">10.1057/9781137457134_2</pub-id></citation>
</ref>
<ref id="B25">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pishghadam</surname> <given-names>R.</given-names></name> <name><surname>Derakhshan</surname> <given-names>A.</given-names></name> <name><surname>Zhaleh</surname> <given-names>K.</given-names></name> <name><surname>Al-Obaydi</surname> <given-names>L. H.</given-names></name></person-group> (<year>2021</year>). <article-title>Students&#x00027; willingness to attend EFL classes with respect to teachers&#x00027; credibility, stroke, and success: a cross-cultural study of Iranian and Iraqi students&#x00027; perceptions</article-title>. <source>Curr. Psychol</source>. <volume>2021</volume>:<fpage>1738</fpage>. <pub-id pub-id-type="doi">10.1007/s12144-021-01738-z</pub-id></citation>
</ref>
<ref id="B26">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Syed</surname> <given-names>H.</given-names></name> <name><surname>Kuzborska</surname> <given-names>I.</given-names></name></person-group> (<year>2020</year>). <article-title>Dynamics of factors underlying willingness to communicate in a second language</article-title>. <source>Lang. Learn. J.</source> <volume>48</volume>, <fpage>481</fpage>&#x02013;<lpage>500</lpage>. <pub-id pub-id-type="doi">10.1080/09571736.2018.1435709</pub-id></citation>
</ref>
<ref id="B27">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Ushioda</surname> <given-names>E.</given-names></name></person-group> (<year>2015</year>). <article-title>Contexts and complex dynamic systems theory</article-title>, in <source>Motivational Dynamics in Language Learning</source>, eds <person-group person-group-type="editor"><name><surname>D&#x000F6;rnyei</surname> <given-names>Z.</given-names></name> <name><surname>MacIntyre</surname> <given-names>P. D.</given-names></name> <name><surname>Henry</surname> <given-names>A.</given-names></name></person-group> (<publisher-loc>Bristol</publisher-loc>: <publisher-name>Multilingual Matters</publisher-name>), <fpage>47</fpage>&#x02013;<lpage>54</lpage>. <pub-id pub-id-type="doi">10.21832/9781783092574-008</pub-id></citation>
</ref>
<ref id="B28">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname> <given-names>Y.</given-names></name> <name><surname>Derakhshan</surname> <given-names>A.</given-names></name> <name><surname>Zhang</surname> <given-names>L. J.</given-names></name></person-group> (<year>2021</year>). <article-title>Positive psychology in second/foreign language learning and teaching research and practice: past, current, and future directions</article-title>. <source>Front. Psychol</source>.</citation>
</ref>
<ref id="B29">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Xie</surname> <given-names>F.</given-names></name> <name><surname>Derakhshan</surname> <given-names>A.</given-names></name></person-group> (<year>2021</year>). <article-title>A conceptual review of positive teacher interpersonal communication behaviors in the instructional context</article-title>. <source>Front. Psychol</source>. <volume>12</volume>:<fpage>2623</fpage>. <pub-id pub-id-type="doi">10.3389/fpsyg.2021.708490</pub-id><pub-id pub-id-type="pmid">34335424</pub-id></citation></ref>
</ref-list>
<fn-group>
<fn fn-type="financial-disclosure"><p><bold>Funding.</bold> This article was sponsored by the Academic Affairs Office of Henan University. The research project is entitled The Exploration and Practice of Implementation of Moral Education in College English Follow-on Courses: A Case Study of Exploring the Charm of Yellow River Civilization (Grant No. HDXJJG2020-05).</p>
</fn>
</fn-group>
</back>
</article>