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<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.2021.739727</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Editorial</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Editorial: The Patient&#x00027;s Change: Understanding the Complexity of the Dynamics of Change and Its Precursors in Psychotherapy</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>de Felice</surname> <given-names>Giulio</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/366197/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>De Smet</surname> <given-names>Melissa M.</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/198831/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Meganck</surname> <given-names>Reitske</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/30177/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Schiepek</surname> <given-names>Guenter</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/101415/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Dynamic and Clinical Psychology, Sapienza University of Rome</institution>, <addr-line>Rome</addr-line>, <country>Italy</country></aff>
<aff id="aff2"><sup>2</sup><institution>Faculty of Psychology, NC IUL London</institution>, <addr-line>London</addr-line>, <country>United Kingdom</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Psychoanalysis and Clinical Consulting, Ghent University</institution>, <addr-line>Ghent</addr-line>, <country>Belgium</country></aff>
<aff id="aff4"><sup>4</sup><institution>Institute of Synergetics and Psychotherapy Research, Paracelsus Medical University</institution>, <addr-line>Salzburg</addr-line>, <country>Austria</country></aff>
<aff id="aff5"><sup>5</sup><institution>Department of Psychology, Ludwig Maximilian University of Munich</institution>, <addr-line>Munich</addr-line>, <country>Germany</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited and reviewed by: Chong Guan Ng, University of Malaya, Malaysia</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Giulio de Felice <email>giulio.defelice&#x00040;uniroma1.it</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Psychology for Clinical Settings, a section of the journal Frontiers in Psychology</p></fn></author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>09</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>12</volume>
<elocation-id>739727</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>07</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>10</day>
<month>08</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2021 de Felice, De Smet, Meganck and Schiepek.</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>de Felice, De Smet, Meganck and Schiepek</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>
<related-article id="RA1" related-article-type="commentary-article" xlink:href="https://www.frontiersin.org/research-topics/9988/the-patients-change-understanding-the-complexity-of-the-dynamics-of-change-and-its-precursors-in-psychotherapy" ext-link-type="uri">Editorial on the Research Topic <article-title>The Patient&#x00027;s Change: Understanding the Complexity of the Dynamics of Change and Its Precursors in Psychotherapy</article-title></related-article> <kwd-group>
<kwd>change in psychotherapy</kwd>
<kwd>precursors of change</kwd>
<kwd>dynamics of change</kwd>
<kwd>psychotherapy process</kwd>
<kwd>psychotherapy process-outcome research</kwd>
<kwd>dynamic systems</kwd>
</kwd-group>
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<fig-count count="0"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="15"/>
<page-count count="3"/>
<word-count count="2192"/>
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</article-meta>
</front>
<body>
<p>It is really a great pleasure for us to introduce this Research Topic focused on the dynamics of change in psychotherapy. This Research Topic hosts contributions by authors from different parts of the world. We thank them for giving us the opportunity to learn from their latest research and clinical reflections. The specific theme of this Research Topic is a pivotal and pressing question in psychotherapy research: What are the processes that promote change in psychotherapy and what are their precursors? The scientific literature, up to now, has no coherent and univocal answer to this matter. Therefore, this Research Topic presents systematic and wide-ranged analyzes related to these questions. In this editorial, we extract some common characteristics present in the empirical and clinical research of the contributors, with the aim of providing a clearer picture of the dynamics of change in psychotherapy.</p>
<p>First, a contribution from Austria and Germany by <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2020.475525">Bachler et al.</ext-link> brings the results of an empirical study on 48 multi-problem families. They performed a home-based family therapy, consisting of one or two face-to-face sessions per week over an average of 28.8 months. Three years after the end of the treatment, the patients were significantly improved in terms of symptoms, ego strength and social skills. From Israel, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2019.02600">Tzur Bitan et al.</ext-link> present the results of their empirical study on the dynamics of change within Crisis-Focused Psychotherapy. After the treatment the patients were significantly improved in terms of symptoms and perceived impotence (what the authors call &#x0201C;Entrapment&#x0201D;). From Sweden, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2020.00144">Werbart et al.</ext-link> present a thematic analysis based on interviews with patients conducted at the end of their psychoanalytic treatment. They report clinically meaningful improvements in three main domains: Work and Achievements, Love and Relationships, the Self (awareness and agency). <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2020.00234">Del Giacco et al.</ext-link> from Spain and Italy, present an empirical study on stable patterns of verbal and non-verbal communication between patient and therapist. In particular, they analyze the contribution of those two aspects in the construction of the therapeutic alliance with depressed patients. Our own study, which involved colleagues from Italy, UK, Austria, Germany and Belgium, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2020.00788">de Felice et al.</ext-link> analyzed how four good-outcome and four poor-outcome psychotherapies evolve over time, displaying an increase in flexibility at the end of the psychotherapies of the first group. The study showed not only how to quantitatively describe psychotherapy as a network, but also identified the main principles on which this evolution is based. From Spain, the colleagues <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2020.01922">Arias-Pujol and Anguera</ext-link> analyzed the changes in the therapist communication strategies during a group psychotherapy with six adolescents. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2020.00845">Takagaki et al.</ext-link> present the results of an empirical study on 1,042 patients with depression in Japan, showing how the trait mindfulness is a protective factor against functional impairment and avoidance. Uniting researchers from Austria, Germany and Denmark, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2020.01970">Schiepek et al.</ext-link> present an empirical comparison between seven different measures to identify phase transitions. This comparison, made on both simulated and real series, had a positive outcome showing convergent results and, thereby, allowing to reliably identify phase transitions in psychotherapy. Finally, a collaboration between experts in Italy, Germany and Austria by <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2020.01667">Gennaro et al.</ext-link> presents an analysis of 95 dreams occurring within a single psychoanalytic psychotherapy. Based on multiple correspondence analysis, the authors highlight the evolution of dreams in relation to the unconscious themes present within them.</p>
<p>We can now get back to the two main questions at the heart of this Research Topic.</p>
<p>Regarding the <italic>processes that promote change in psychotherapy</italic> we note the possibility of abstracting two essential ingredients from the presented contributions, regardless of the specific therapeutic approach. The first can be defined as <italic>Awareness</italic> (or Self-Reflection). It consists of making the patient aware of his/her dysfunctional relational models. The second, which we term <italic>Restructuring Experience</italic>, consists of offering the patient a restructuring relational experience. For example, the psychotherapist keeps on listening the patient even when he/she seems very rejecting or seems to do everything possible to break the relationship with him/her. Therefore, a Restructuring Experience can take place when we, as psychotherapists, are able to offer the patient a different and more functional way of being with us, in comparison with what the patient experienced in his/her previous relational models. The Awareness and Restructuring Experience can therefore be regarded as two essential ingredients of psychotherapy (&#x0201C;control parameters&#x0201D; according to the language used for dynamic systems) that provide the patient with the psychic energy necessary to move his/her mind from a stable and pathological relational model to a more functional one (process defined &#x0201C;order-to-order transition&#x0201D; in terms of dynamic systems).</p>
<p>Regarding the <italic>precursors of change in psychotherapy</italic> we identify two main groups of indices that are in accordance with the previous literature (e.g., Scheffer et al., <xref ref-type="bibr" rid="B11">2009</xref>, <xref ref-type="bibr" rid="B12">2018</xref>; Gorban et al., <xref ref-type="bibr" rid="B3">2010</xref>, <xref ref-type="bibr" rid="B4">2021</xref>; Gumz et al., <xref ref-type="bibr" rid="B6">2010</xref>, <xref ref-type="bibr" rid="B5">2012</xref>; Schiepek et al., <xref ref-type="bibr" rid="B14">2014</xref>, <xref ref-type="bibr" rid="B15">2017</xref>, <xref ref-type="bibr" rid="B13">2020</xref>; Halfon et al., <xref ref-type="bibr" rid="B8">2016</xref>, <xref ref-type="bibr" rid="B9">2019</xref>; de Felice et al., <xref ref-type="bibr" rid="B1">2019a</xref>,<xref ref-type="bibr" rid="B2">b</xref>; Olthof et al., <xref ref-type="bibr" rid="B10">2019</xref>). The first group refers to those indices of <italic>Coherence</italic> of the psychotherapy process variables<xref ref-type="fn" rid="fn0001"><sup>1</sup></xref>. As shown in previous studies, a peak of coherence within process variables leads to a subsequent phase transition, or therapeutic restructuring (e.g., Haken and Schiepek, <xref ref-type="bibr" rid="B7">2006</xref>; Scheffer et al., <xref ref-type="bibr" rid="B11">2009</xref>, <xref ref-type="bibr" rid="B12">2018</xref>; Gorban et al., <xref ref-type="bibr" rid="B3">2010</xref>, <xref ref-type="bibr" rid="B4">2021</xref>). This property has also been demonstrated in other scientific domains such as physiology, chemistry, economics. In psychotherapy, this phenomenon is observed in clinical contexts when the patient can acquire the awareness of his/her own dysfunctional relational models and is able to observe them across all important domains of his life (e.g., in the significant relations of the past, in the significant relations of the present, in work, and, sometimes, also in the sessions with the therapist). Hence, this is translated into an increase of coherence in the patient&#x00027;s narratives and personal history. In quantitative terms, previous studies assessed coherence in psychotherapy with the following indices, extracted from a given group (i.e., matrix) of process variables: (a) the sum of their Pearson coefficients in absolute value at a given time; (b) the percentage of variance explained by their first principal component at a given time; (c) their autocorrelation (i.e., correlation between the matrix of process variables at time <italic>t</italic> and the same matrix at time <italic>t-1</italic>). The second group of precursors of change refers to the indices of <italic>Flexibility</italic> of the psychotherapy process variables. Indeed, it has been shown in different studies how a peak in flexibility leads to a therapeutic restructuring (e.g., Schiepek et al., <xref ref-type="bibr" rid="B14">2014</xref>, <xref ref-type="bibr" rid="B15">2017</xref>, <xref ref-type="bibr" rid="B13">2020</xref>; Halfon et al., <xref ref-type="bibr" rid="B8">2016</xref>, <xref ref-type="bibr" rid="B9">2019</xref>; de Felice et al., <xref ref-type="bibr" rid="B2">2019b</xref>). Also this latter property is in agreement with results from other scientific domains outside psychology (e.g., chemistry, physics, economics). In psychotherapy, this phenomenon in clinical terms is observed when the patient, during the process of change in his/her pathological relational models, oscillates between past, more pathological, and new, more functional, but unfamiliar, organizations. Hence, this is translated into an increase in the flexibility of the patient&#x00027;s in-session narratives, and an easier access to elements of novelty with respect to his/her personal history. In quantitative terms, previous studies measured flexibility in psychotherapy with the following indices, extracted from a given group (i.e., matrix) of process variables: (a) the Shannon entropy applied to the distribution of their eigenvalues at a given time; (b) the Distribution X Fluctuation of one or more process variables (i.e., &#x0201C;Dynamic Complexity,&#x0201D; Haken and Schiepek, <xref ref-type="bibr" rid="B7">2006</xref>).</p>
<p>We believe the present Research Topic contributes to the existing literature by shedding light on the dynamics and precursors of change in psychotherapy.</p>
<p>We again thank all the authors for their contribution to this Research Topic, and we sincerely wish all colleagues a pleasant reading.</p>
<sec id="s1">
<title>Author Contributions</title>
<p>All authors listed have made a substantial, direct and intellectual contribution to the work, and approved it for publication.</p></sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of Interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p></sec>
<sec sec-type="disclaimer" id="s2">
<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>de Felice</surname> <given-names>G.</given-names></name> <name><surname>Giuliani</surname> <given-names>A.</given-names></name> <name><surname>Halfon</surname> <given-names>S.</given-names></name> <name><surname>Andreassi</surname> <given-names>S.</given-names></name> <name><surname>Paoloni</surname> <given-names>G.</given-names></name> <name><surname>Orsucci</surname> <given-names>F. F.</given-names></name></person-group> (<year>2019a</year>). <article-title>The misleading Dodo Bird verdict. How much of the outcome variance is explained by common and specific factors?</article-title> <source>New Ideas Psychol.</source> <volume>54</volume>, <fpage>50</fpage>&#x02013;<lpage>55</lpage>. <pub-id pub-id-type="doi">10.1016/j.newideapsych.2019.01.006</pub-id></citation>
</ref>
<ref id="B2">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>de Felice</surname> <given-names>G.</given-names></name> <name><surname>Orsucci</surname> <given-names>F. F.</given-names></name> <name><surname>Scozzari</surname> <given-names>A.</given-names></name> <name><surname>Gelo</surname> <given-names>O.</given-names></name> <name><surname>Serafini</surname> <given-names>G.</given-names></name> <name><surname>Andreassi</surname> <given-names>S.</given-names></name> <etal/></person-group>. (<year>2019b</year>). <article-title>What differentiates poor and good outcome psychotherapy? a statistical-mechanics-inspired approach to psychotherapy research</article-title>. <source>Systems</source> <volume>7</volume>:<fpage>22</fpage>. <pub-id pub-id-type="doi">10.3390/systems7020022</pub-id><pub-id pub-id-type="pmid">32508701</pub-id></citation></ref>
<ref id="B3">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gorban</surname> <given-names>A. N.</given-names></name> <name><surname>Smirnova</surname> <given-names>E. V.</given-names></name> <name><surname>Tyukina</surname> <given-names>T. A.</given-names></name></person-group> (<year>2010</year>). <article-title>Correlations, risk and crisis: from 688 physiology to finance</article-title>. <source>Phys. A Stat. Mech. Appl</source>. <volume>389</volume>, <fpage>3193</fpage>&#x02013;<lpage>3217</lpage>. <pub-id pub-id-type="doi">10.1016/j.physa.2010.03.035</pub-id></citation>
</ref>
<ref id="B4">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gorban</surname> <given-names>A. N.</given-names></name> <name><surname>Tyukina</surname> <given-names>T. A.</given-names></name> <name><surname>Pokidysheva</surname> <given-names>L. I.</given-names></name> <name><surname>Smirnova</surname> <given-names>E. V.</given-names></name></person-group> (<year>2021</year>). <article-title>Dynamic and thermodynamic models of adaptation</article-title>. <source>Phys. Life Rev</source>. <volume>37</volume>, <fpage>17</fpage>&#x02013;<lpage>64</lpage>. <pub-id pub-id-type="doi">10.1016/j.plrev.2021.03.001</pub-id><pub-id pub-id-type="pmid">33765608</pub-id></citation></ref>
<ref id="B5">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gumz</surname> <given-names>A.</given-names></name> <name><surname>Bauer</surname> <given-names>K.</given-names></name> <name><surname>Br&#x000E4;hler</surname> <given-names>E.</given-names></name></person-group> (<year>2012</year>). <article-title>Corresponding instability of patient and therapist process ratings in psychodynamic psychotherapies</article-title>. <source>Psychother. Res</source>. <volume>22</volume>, <fpage>26</fpage>&#x02013;<lpage>39</lpage>. <pub-id pub-id-type="doi">10.1080/10503307.2011.622313</pub-id><pub-id pub-id-type="pmid">22040449</pub-id></citation></ref>
<ref id="B6">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gumz</surname> <given-names>A.</given-names></name> <name><surname>K&#x000E4;stner</surname> <given-names>D.</given-names></name> <name><surname>Geyer</surname> <given-names>M.</given-names></name> <name><surname>Wutzler</surname> <given-names>U.</given-names></name> <name><surname>Villmann</surname> <given-names>T.</given-names></name> <name><surname>Br&#x000E4;hler</surname> <given-names>E.</given-names></name></person-group> (<year>2010</year>). <article-title>Instability and discontinuous change in the experience of therapeutic interaction: an extended single-case study of psychodynamic therapy processes</article-title>. <source>Psychother. Res</source>. <volume>20</volume>, <fpage>398</fpage>&#x02013;<lpage>412</lpage>. <pub-id pub-id-type="doi">10.1080/10503300903551021</pub-id><pub-id pub-id-type="pmid">20234974</pub-id></citation></ref>
<ref id="B7">
<citation citation-type="book"><person-group person-group-type="author"><name><surname>Haken</surname> <given-names>H.</given-names></name> <name><surname>Schiepek</surname> <given-names>G.</given-names></name></person-group> (<year>2006</year>). <source>Synergetik in der Psychologie. Selbstorganisation verstehen und gestalten [Synergetics in Psychology. Understanding and Supporting Self-Organization</source>]. <publisher-loc>G&#x000F6;ttingen</publisher-loc>: <publisher-name>Hogrefe</publisher-name>.</citation>
</ref>
<ref id="B8">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Halfon</surname> <given-names>S.</given-names></name> <name><surname>&#x000C7;avdar</surname> <given-names>A.</given-names></name> <name><surname>Orsucci</surname> <given-names>F.</given-names></name> <name><surname>Schiepek</surname> <given-names>G. K.</given-names></name> <name><surname>Andreassi</surname> <given-names>S.</given-names></name> <name><surname>Giuliani</surname> <given-names>A.</given-names></name> <etal/></person-group>. (<year>2016</year>). <article-title>The non-linear trajectory of change in play profiles of three children in psychodynamic play therapy</article-title>. <source>Front. Psychol</source>. <volume>7</volume>:<fpage>1494</fpage>. <pub-id pub-id-type="doi">10.3389/fpsyg.2016.01494</pub-id><pub-id pub-id-type="pmid">27777561</pub-id></citation></ref>
<ref id="B9">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Halfon</surname> <given-names>S.</given-names></name> <name><surname>Cavdar</surname> <given-names>A.</given-names></name> <name><surname>Paoloni</surname> <given-names>G.</given-names></name> <name><surname>Andreassi</surname> <given-names>S.</given-names></name> <name><surname>Giuliani</surname> <given-names>A.</given-names></name> <name><surname>Orsucci</surname> <given-names>F.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Monitoring non-linear dynamics of change in psychodynamic play therapy</article-title>. <source>Nonlinear Dyn. Psychol. Life Sci</source>. <volume>23</volume>, <fpage>113</fpage>&#x02013;<lpage>135</lpage>.<pub-id pub-id-type="pmid">30557138</pub-id></citation></ref>
<ref id="B10">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Olthof</surname> <given-names>M.</given-names></name> <name><surname>Hasselman</surname> <given-names>F.</given-names></name> <name><surname>Strunk</surname> <given-names>G.</given-names></name> <name><surname>Aas</surname> <given-names>B.</given-names></name> <name><surname>Schiepek</surname> <given-names>G.</given-names></name> <name><surname>Lichtwarck-Aschoff</surname> <given-names>A.</given-names></name></person-group> (<year>2019</year>). <article-title>Destabilization in self-ratings of the psychotherapeutic process is associated with better treatment outcome in patients with mood disorders</article-title>. <source>Psychother. Res.</source> <volume>30</volume>, <fpage>520</fpage>&#x02013;<lpage>531</lpage>. <pub-id pub-id-type="doi">10.1080/10503307.2019.1633484</pub-id><pub-id pub-id-type="pmid">31256713</pub-id></citation></ref>
<ref id="B11">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Scheffer</surname> <given-names>M.</given-names></name> <name><surname>Bascompte</surname> <given-names>J.</given-names></name> <name><surname>Brock</surname> <given-names>W.</given-names></name> <name><surname>Brovkin</surname> <given-names>V.</given-names></name> <name><surname>Carpenter</surname> <given-names>S. R.</given-names></name> <name><surname>Dakos</surname> <given-names>V.</given-names></name> <etal/></person-group>. (<year>2009</year>). <article-title>Early-warning signals for critical transitions</article-title>. <source>Nature</source> <volume>461</volume>, <fpage>53</fpage>&#x02013;<lpage>59</lpage>. <pub-id pub-id-type="doi">10.1038/nature08227</pub-id><pub-id pub-id-type="pmid">19727193</pub-id></citation></ref>
<ref id="B12">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Scheffer</surname> <given-names>M.</given-names></name> <name><surname>Bolhuis</surname> <given-names>J. E.</given-names></name> <name><surname>Borsboom</surname> <given-names>D.</given-names></name> <name><surname>Buchman</surname> <given-names>T. G.</given-names></name> <name><surname>Gijzel</surname> <given-names>S. M.</given-names></name> <name><surname>Goulson</surname> <given-names>D.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Quantifying resilience of humans and other animals</article-title>. <source>Proc. Nat. Acad. Sci</source>. <volume>115</volume>, <fpage>11883</fpage>&#x02013;<lpage>11890</lpage>. <pub-id pub-id-type="doi">10.1073/pnas.1810630115</pub-id><pub-id pub-id-type="pmid">30373844</pub-id></citation></ref>
<ref id="B13">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schiepek</surname> <given-names>G.</given-names></name> <name><surname>Gelo</surname> <given-names>O.</given-names></name> <name><surname>Viol</surname> <given-names>K.</given-names></name> <name><surname>Kratzer</surname> <given-names>L.</given-names></name> <name><surname>Orsucci</surname> <given-names>F.</given-names></name> <name><surname>de Felice</surname> <given-names>G.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Complex individual pathways or standard tracks? A data-based discussion on the trajectories of change in psychotherapy</article-title>. <source>Counsel. Psychother. Res.</source> <volume>20</volume>, <fpage>689</fpage>&#x02013;<lpage>702</lpage>. <pub-id pub-id-type="doi">10.1002/capr.12300</pub-id></citation>
</ref>
<ref id="B14">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schiepek</surname> <given-names>G.</given-names></name> <name><surname>Tominschek</surname> <given-names>I.</given-names></name> <name><surname>Heinzel</surname> <given-names>S.</given-names></name></person-group> (<year>2014</year>). <article-title>Self-organization in psychotherapy - testing the synergetic model of change processes</article-title>. <source>Front. Psychol. Clin. Settings</source> <volume>5</volume>:<fpage>1089</fpage>. <pub-id pub-id-type="doi">10.339/fpsyg.2014.01089</pub-id><pub-id pub-id-type="pmid">25324801</pub-id></citation></ref>
<ref id="B15">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schiepek</surname> <given-names>G.</given-names></name> <name><surname>Viol</surname> <given-names>K.</given-names></name> <name><surname>Aichhorn</surname> <given-names>W.</given-names></name> <name><surname>H&#x000FC;tt</surname> <given-names>M. T.</given-names></name> <name><surname>Sungler</surname> <given-names>K.</given-names></name> <name><surname>Pincus</surname> <given-names>D.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>Psychotherapy is chaotic&#x02014;(not only) in a computational world</article-title>. <source>Front. Psychol. Clin. Settings</source> <volume>8</volume>:<fpage>379</fpage>. <pub-id pub-id-type="doi">10.3389/fpsyg.2017.00379</pub-id><pub-id pub-id-type="pmid">28484401</pub-id></citation></ref>
</ref-list>
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<fn id="fn0001"><p><sup>1</sup>These indices can be regarded as a second-order measures derived from specific calculations performed on a specific group of process variables, regardless of whether they are physiological, relational, or linguistic variables (for details see de Felice et al., <xref ref-type="bibr" rid="B2">2019b</xref>).</p></fn>
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