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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Transpl. Int.</journal-id>
<journal-title-group>
<journal-title>Transplant International</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Transpl. Int.</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1432-2277</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">17264</article-id>
<article-id pub-id-type="doi">10.3389/ti.2026.17264</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Point of View</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>From graft survival to lived experience: a new research agenda in transplant medicine</article-title>
<alt-title alt-title-type="left-running-head">Becchetti and Zambrano</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/ti.2026.17264">10.3389/ti.2026.17264</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Becchetti</surname>
<given-names>Chiara</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="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2270876"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Zambrano</surname>
<given-names>Sofia C.</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<label>1</label>
<institution>Graduate School for Health Sciences (GHS), University of Bern</institution>, <city>Bern</city>, <country country="CH">Switzerland</country>
</aff>
<aff id="aff2">
<label>2</label>
<institution>Department of Visceral Surgery and Medicine, Inselspital, Bern University Hospital, University of Bern</institution>, <city>Bern</city>, <country country="CH">Switzerland</country>
</aff>
<aff id="aff3">
<label>3</label>
<institution>Hepatology and Gastroenterology Division, ASST Grande Ospedale Metropolitano Niguarda, Niguarda Hospital</institution>, <city>Milan</city>, <country country="IT">Italy</country>
</aff>
<aff id="aff4">
<label>4</label>
<institution>Institute of Social and Preventive Medicine, ISPM, University of Bern</institution>, <city>Bern</city>, <country country="CH">Switzerland</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Chiara Becchetti, <email xlink:href="mailto:chiara.becchetti@students.unibe.ch">chiara.becchetti@students.unibe.ch</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-10-05">
<day>05</day>
<month>10</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>39</volume>
<elocation-id>17264</elocation-id>
<history>
<date date-type="received">
<day>30</day>
<month>06</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>09</day>
<month>09</month>
<year>2026</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>09</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Becchetti and Zambrano.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Becchetti and Zambrano</copyright-holder>
<license>
<ali:license_ref start_date="2026-10-05">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>
<p>Solid organ transplantation has achieved remarkable improvements in graft and patient survival, making traditional biomedical outcomes alone insufficient to fully define transplant success. Thus, attention is growing directed toward patient-reported outcomes, quality of life, psychological wellbeing, treatment burden, social reintegration, and the broader lived experience of transplant recipients. These dimensions are often subjective and context-dependent making them difficult to capture through quantitative methods alone. Qualitative research offers a complementary approach by exploring how patients, caregivers, donor families, and healthcare professionals perceive and give meaning to transplantation. In transplant medicine, qualitative methods may represent a relevant resource. Despite its potential, qualitative research remains underrepresented in leading transplantation journals and is often limited by misconceptions regarding rigor, lack of methodological training, and lacking editorial know-how. Integrating qualitative, quantitative, and mixed-methods approaches may help generate more comprehensive evidence. A new research agenda in transplantation should therefore move beyond graft survival to include lived experience as a central component of patient-centered care.</p>
</abstract>
<kwd-group>
<kwd>focus group</kwd>
<kwd>patient reported outcome</kwd>
<kwd>qualitative research</kwd>
<kwd>solid organ transplantation</kwd>
<kwd>thematic analysis</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declared that financial support was received for this work and/or its publication. We receive support from the University of Bern for the OA of the pubblication</funding-statement>
</funding-group>
<counts>
<fig-count count="1"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="43"/>
<page-count count="5"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Over the past decades, the field of solid organ transplantation (SOT) has witnessed remarkable progress. Advances in peri- and post-operative care have led to substantial improvements in both graft and patient survival, with the 5-year patient survival rate exceeding 90% for the majority of organs [<xref ref-type="bibr" rid="B1">1</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>]. Consequently, outcomes that were once the primary focus of clinical research, namely, short- and long-term survival, while still fundamental, are no longer sufficient to fully define transplant success. Fowler [<xref ref-type="bibr" rid="B5">5</xref>] reinforces this view by highlighting a <italic>false narrative</italic> in kidney transplantation, where graft survival is seen as the sole definition of success, while critical dimensions of adaptation to life after a transplant are overlooked. Thus, interest has been shifting toward a broader and more patient-centered definition of success [<xref ref-type="bibr" rid="B6">6</xref>]. Patient-reported outcomes (PROs), quality of life, psychological wellbeing, treatment burden, and social reintegration are becoming central endpoints [<xref ref-type="bibr" rid="B7">7</xref>]. These dimensions reflect what truly matters to patients living with a transplant, extending beyond traditional biomedical metrics [<xref ref-type="bibr" rid="B8">8</xref>]. However, these outcomes pose a significant methodological challenge. Many of these constructs are subjective, context-dependent, and deeply influenced by individual experiences. While quantitative research remains essential, it may not always be sufficient to fully explore such nuanced domains. In fact, at the core of PRO development, prior to measure standardization, lies the identification of patient priorities via rigorous qualitative research [<xref ref-type="bibr" rid="B9">9</xref>]. In this context, qualitative research offers a powerful and complementary approach.</p>
</sec>
<sec id="s2">
<title>What is qualitative research, and why does it matter?</title>
<p>Qualitative research focuses on understanding human experiences, perceptions, and behaviors within their natural context, answering &#x201c;why&#x201d; and &#x201c;how&#x201d; questions. It can be defined as an interpretive approach to data collection and analysis, concerned with the meanings people attach to their experiences of the social world [<xref ref-type="bibr" rid="B10">10</xref>]. In practice, qualitative research serves different purposes depending on the study goals and the researchers&#x2019; perspectives [<xref ref-type="bibr" rid="B11">11</xref>, <xref ref-type="bibr" rid="B12">12</xref>]. In some instances, it acts as a supportive tool used to refine clinical instruments or add narrative depth to quantitative findings; in these cases, the focus is often on reducing researcher bias, standardizing data collection, and using pre-established categories of analysis to ensure consistency. In other instances, qualitative research is undertaken as an independent process that treats the participant as the expert of their own experience. Here, the goal is not to standardize questions or responses, but to uncover the meanings and constructions that shape health and illness, and acknowledging that subjectivity is not a &#x201c;bias&#x201d; to be eliminated, but the essence of the data being studied.</p>
<p>In the field of SOT, where medical interventions can be life-transforming, qualitative research can provide insights into areas that are otherwise difficult to quantify. These include patients lived experiences before and after transplantation, their expectations and fears, adherence behaviors, perceptions of immunosuppressive therapy, and the psychosocial impact of long-term follow-up. It can also capture caregivers&#x2019; needs and responsibilities, which may otherwise remain unseen, as well as healthcare providers&#x2019; perspectives.</p>
</sec>
<sec id="s3">
<title>Potential applications in transplant medicine</title>
<p>The potential applications of qualitative research in transplantation are broad and still underexplored [<xref ref-type="bibr" rid="B13">13</xref>]. There is a growing interest in PRO measures as valuable outcome, beyond survival, aiming to quantify quality of life and symptoms burden [<xref ref-type="bibr" rid="B6">6</xref>]. The field of kidney transplantation, for instance, is currently at the forefront of PRO initiatives [<xref ref-type="bibr" rid="B14">14</xref>]. While PRO measures attempt to quantify these dimensions, they originate from inherently subjective and experiential domains. Qualitative research can help identify what patients themselves consider important, thereby refining existing tools or contributing to guide the design of interventions that are better aligned with patients&#x2019; needs [<xref ref-type="bibr" rid="B15">15</xref>]. Importantly, qualitative methods can help uncover dimensions that may not be anticipated <italic>a priori</italic> and therefore may be missed by structured quantitative instruments. Similarly, qualitative approaches are critical in other domains beyond PRO. For instance, the theme of adherence to immunosuppressive medications remains a major challenge in transplantation; while quantitative studies can measure adherence rates, qualitative approaches can explore the underlying reasons, beliefs, and barriers that drive patient behavior, yielding insights that are far more relevant for clinicians aiming to improve adherence [<xref ref-type="bibr" rid="B16">16</xref>]. The utility of qualitative methods extends into interpersonal dynamics of care, particularly to inform shared decision-making. Decisions around transplant eligibility, listing, and post-transplant management are complex and often involve value-laden considerations. Understanding how patients and clinicians perceive risks, benefits, and trade-offs can improve communication and support more informed and individualized decisions.</p>
<p>Beyond clinical interactions, qualitative research is essential for capturing the profound existential and emotional dimensions of transplantation. For the recipient, this may include the complex reconstruction of identity [<xref ref-type="bibr" rid="B17">17</xref>], or the navigation of emotions such as survivor&#x2019;s guilt [<xref ref-type="bibr" rid="B18">18</xref>]. Similarly, the impact of transplantation extends beyond the patient to include, for example, donor families and their experiences of grief associated with deceased donation [<xref ref-type="bibr" rid="B19">19</xref>]. Even healthcare providers are not immune to these complexities; as evidenced by studies on the emotional toll faced by transplantation coordinators [<xref ref-type="bibr" rid="B20">20</xref>].</p>
<p>Finally, qualitative methods can contribute to health system and policy research. They can explore disparities in access to transplantation, cultural and social determinants of care, and patient experiences across different healthcare settings [<xref ref-type="bibr" rid="B21">21</xref>].</p>
</sec>
<sec id="s4">
<title>Challenges and misconceptions</title>
<p>Despite its potential, qualitative research remains underutilized in transplantation medicine. Several barriers contribute to this gap and are not unique to transplantation. Calls to overcome the marginalization of qualitative research in medicine extend back several decades [<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B23">23</xref>], yet subsequent analyses have continued to document its limited representation in medical journals that remain relevant today [<xref ref-type="bibr" rid="B24">24</xref>]. A first major barrier relates to perception. Qualitative research is sometimes viewed as less rigorous or as &#x201c;second-tier&#x201d; research. This misconception often stems from a lack of familiarity with its methodological foundations. High-quality qualitative research follows well-established frameworks, including sampling strategies, systematic data collection, rigorous analytical processes, and transparency in reporting, however there is no single set of quality criteria applicable across all qualitative approaches [<xref ref-type="bibr" rid="B25">25</xref>]. Quality should be assessed in relation to the philosophical assumptions, and methodological approach used in each specific study. Concepts such as credibility, dependability, transferability, and confirmability are influential within some qualitative traditions [<xref ref-type="bibr" rid="B26">26</xref>]. Broadly, these concepts concern whether the findings are well supported by the data, whether the research process is coherent and transparently described, and whether the findings may be relevant in contexts beyond the specific study. Other traditions place greater emphasis on reflexivity, interpretive depth, and the role of the researcher [<xref ref-type="bibr" rid="B27">27</xref>, <xref ref-type="bibr" rid="B28">28</xref>]. The key principle is therefore to achieve methodological coherence, that is, remaining consistent within the approach and the claims being made [<xref ref-type="bibr" rid="B25">25</xref>].</p>
<p>This perception gap is supported by empirical evidence. In a qualitative study involving medical trainees and physicians, participants consistently rated quantitative projects as more &#x201c;scientific&#x201d; than qualitative ones and often perceived qualitative data as more biased and less objective. Notably, acceptance of qualitative research was strongly associated with prior exposure to its methods, while level of training had no impact [<xref ref-type="bibr" rid="B27">27</xref>]. In fact, most clinicians and clinical researchers are primarily trained in quantitative methodologies and have limited exposure to qualitative approaches. A recent published study examining how medical faculty without qualitative research experience perceived its challenges and potential in health research found that despite recognizing its value, academics struggled to engage in qualitative research due to limited training, experience, and institutional support. Time constraints and lack of recognition further hindered its adoption. Also, the lack of targeted mentoring and hands-on training was pointed as problematic [<xref ref-type="bibr" rid="B29">29</xref>]. As a result, they may feel uncomfortable designing, conducting, or interpreting qualitative studies.</p>
<p>This also translates into a major challenge for the publication of such studies in journals primarily targeted to a transplant clinical or basic science audience, which largely operate within a quantitative framework. A simple PubMed search, using leading journals in SOT combined with keywords related to qualitative research (such as &#x201c;qualitative,&#x201d; &#x201c;interviews,&#x201d; &#x201c;thematic analysis,&#x201d; and &#x201c;focus groups&#x201d;) and restricted to the past 5&#xa0;years, shows that less than 2% of published articles fall within this domain (<xref ref-type="fig" rid="F1">Figure 1</xref>). This underrepresentation is not solely a deliberate editorial choice related to target audience or journal metrics (such as impact factor), but also reflects the limited availability of editors and reviewers with expertise in qualitative methodologies. As a result, the quality and relevance of submitted work may be difficult to assess, leading to inconsistent evaluation standards and lower acceptance rates. In turn, this discourages qualitative researchers from submitting to these journals, further widening the gap.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Proportion of qualitative research articles in leading SOT journals over the past 5&#xa0;years.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="ti-39-17264-g001.tif">
<alt-text content-type="machine-generated">Table shows totals and qualitative studies published by five transplantation journals; adjacent bar chart illustrates the percentage of qualitative studies, with &#x22;Transpl Int&#x22; having the highest at 2.14 percent and &#x22;Transplantation&#x22; the lowest at 0.77 percent.</alt-text>
</graphic>
</fig>
<p>A common example is the criticism that qualitative samples are &#x201c;too small&#x201d;. Most qualitative studies, however, do not seek statistical representativeness or determine sample size through statistical power. In qualitative research, sampling is most often purposive and oriented toward generating sufficiently rich and relevant data to address the research question [<xref ref-type="bibr" rid="B30">30</xref>]. Concepts such as saturation, are appropriate within some traditions (e.g., grounded theory) and should not be imposed as universal criteria [<xref ref-type="bibr" rid="B30">30</xref>]. Other approaches draw on concepts such as information power which considers whether the participants and data provide sufficient relevant information to answer the research question, rather than judging sample adequacy by the number of participants alone. These principles should therefore be applied in accordance with the specific methodological approach [<xref ref-type="bibr" rid="B31">31</xref>].</p>
<p>Similarly, qualitative research should not be reduced to conducting interviews and summarizing responses. Different forms of data collection can be employed, including interviews, focus groups, observations, documents, and other textual or visual materials, depending on research question and context [<xref ref-type="bibr" rid="B32">32</xref>, <xref ref-type="bibr" rid="B33">33</xref>]. The analysis of data also requires enough methodological expertise or expert guidance to ensure that data generation, analysis, and interpretation are coherent within the chosen approach. Even familiar methods such as interviews require skills in listening, questioning, probing, rapport building, and reflexive awareness [<xref ref-type="bibr" rid="B33">33</xref>].</p>
<p>These systemic issues are often rooted in a confusion of research intentions; reviewers frequently apply quantitative principles to qualitative work, demanding outcomes such as generalizability or objectivity, which are fundamentally mismatched with the specific approach being employed.</p>
<p>Clarke et al. [<xref ref-type="bibr" rid="B34">34</xref>] have recently highlighted these issues, reporting on qualitative researchers&#x2019; experiences of methodologically incongruent feedback during the peer review process. The contributors to this research highlighted how reviewers and editors often lack appropriate methodological expertise. When attempts to clarify these issues fail, researchers may feel compelled to compromise methodological rigor to achieve publication, an issue particularly pronounced among early-career academics within a &#x201c;publish or perish&#x201d; environment.</p>
<p>Reporting guidelines and methodological resources, such as the Consolidated Criteria for Reporting Qualitative Research (COREQ) checklist [<xref ref-type="bibr" rid="B35">35</xref>], can support greater transparency and facilitate appraisal of qualitative research. More recently, reporting guidelines have increasingly become specific to particular methodologies or study designs, recognizing important differences even within qualitative research. However, these tools should be selected and interpreted in relation to the methodology employed rather than treated as universal quality checklists; appropriate reporting does not substitute for methodological coherence [<xref ref-type="bibr" rid="B25">25</xref>]. We provide key resources for readers seeking further guidance in <xref ref-type="table" rid="T1">Table 1</xref>.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Key methodological resources.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="left">References</th>
<th align="center">Type</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Kuper, A., Reeves, S., and Levinson, W. (2008). An introduction to reading and appraising qualitative research. BMJ, 337 [<xref ref-type="bibr" rid="B32">32</xref>]</td>
<td align="left">General methods</td>
</tr>
<tr>
<td align="left">Pope, C., and Mays, N. (Eds.). (2019). Qualitative research in healthcare. 4th ed. Wiley-Blackwell [<xref ref-type="bibr" rid="B33">33</xref>]</td>
<td align="left">General methods</td>
</tr>
<tr>
<td align="left">Braun, V., and Clarke, V. (2013). Successful qualitative research: A practical guide for beginners [<xref ref-type="bibr" rid="B36">36</xref>]</td>
<td align="left">General methods</td>
</tr>
<tr>
<td align="left">Malterud, K., Siersma, V. D., and Guassora, A. D. (2016). Sample size in qualitative interview studies: guided by information power. Qualitative health research, 26(13), 1753&#x2013;1760 [<xref ref-type="bibr" rid="B30">30</xref>]</td>
<td align="left">General methods</td>
</tr>
<tr>
<td align="left">Tong A, Sainsbury P, Craig J. Consolidated criteria for reporting qualitative research (COREQ): a 32-item checklist for interviews and focus groups. Int J Qual HealthCare. 2007; 19(6):349&#x2013;357 [<xref ref-type="bibr" rid="B35">35</xref>]</td>
<td align="left">Reporting guidance</td>
</tr>
<tr>
<td align="left">O&#x27;Brien BC, Harris IB, Beckman TJ, Reed DA, Cook DA. Standards for reporting qualitative research: a synthesis of recommendations. Acad Med. 2014; 89(9):1245&#x2013;1251 [<xref ref-type="bibr" rid="B37">37</xref>]</td>
<td align="left">Reporting guidance</td>
</tr>
<tr>
<td align="left">Braun, V., and Clarke, V. (2025). Reporting guidelines for qualitative research: A values-based approach. Qualitative Research in Psychology, 22(2), 399&#x2013;438 [<xref ref-type="bibr" rid="B25">25</xref>]</td>
<td align="left">Reporting guidance</td>
</tr>
<tr>
<td align="left">Tong, A., Chapman, J. R., Israni, A., Gordon, E. J., and Craig, J. C. (2013). Qualitative research in organ transplantation: recent contributions to clinical care and policy. <italic>American Journal of Transplantation</italic>, <italic>13</italic>(6), 1390&#x2013;1399 [<xref ref-type="bibr" rid="B38">38</xref>]</td>
<td align="left">Transplantation</td>
</tr>
<tr>
<td align="left">Jamieson, N. J., Hanson, C. S., Josephson, M. A., Gordon, E. J., Craig, J. C., Halleck, F., and Tong, A. (2016). Motivations, challenges, and attitudes to self-management in kidney transplant recipients: a systematic review of qualitative studies. American Journal of Kidney Diseases, 67(3), 461&#x2013;478 [<xref ref-type="bibr" rid="B39">39</xref>]</td>
<td align="left">Transplantation</td>
</tr>
<tr>
<td align="left">Tong, A., Morton, R. L., and Webster, A. C. (2016). How qualitative research informs clinical and policy decision making in transplantation: a review. Transplantation, 100(9), 1997&#x2013;2005 [<xref ref-type="bibr" rid="B40">40</xref>]</td>
<td align="left">Transplantation</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s5">
<title>Integrating qualitative and quantitative approaches</title>
<p>Rather than viewing qualitative and quantitative research as competing paradigms, qualitative research can stand independently or be integrated with quantitative approaches when this is appropriate to the research question. Mixed-methods approaches, which integrate both types of data, are particularly promising in transplantation medicine [<xref ref-type="bibr" rid="B41">41</xref>]. Quantitative data can provide generalizable evidence on outcomes, while qualitative data can offer depth and contextual understanding, helping to interpret and apply those findings in real-world settings. A good example of this integration is found in clinical trial research. Traditionally, qualitative components in trials have been treated as subordinate &#x201c;add-ons&#x201d; or &#x201c;nested&#x201d; sub-studies [<xref ref-type="bibr" rid="B42">42</xref>]. However, researchers are being encouraged to plan comprehensive studies rather than just trials [<xref ref-type="bibr" rid="B43">43</xref>]. In this mixed methods model, the qualitative component is an equal partner that can optimize recruitment, refine informed consent, and explain unexpected outcomes, thus transforming the trial&#x2019;s contributions in ways that single designs alone cannot deliver.</p>
<p>To fully realize the potential of qualitative research, several steps are needed. Training programs should incorporate qualitative methods into clinical research curricula, equipping clinicians with the skills needed to design and interpret such studies. Interdisciplinary collaboration with social scientists and qualitative methodologists should be encouraged. Journals should also strive to include editors and reviewers with expertise in qualitative research and develop clearer guidelines for its evaluation.</p>
<p>In conclusion, as transplantation outcomes improve, redefining success beyond survival to include patient experience and quality of life highlights the critical role of qualitative research in advancing truly patient-centered care.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="s7">
<title>Author contributions</title>
<p>CB contributed to conceptualization and writing; SZ contributed with writing and critical review. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="s9">
<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="s10">
<title>Generative AI statement</title>
<p>The author(s) declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
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