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<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="systematic-review">
<front>
<journal-meta>
<journal-id journal-id-type="nlm-ta">Explor Digit Health Technol</journal-id>
<journal-id journal-id-type="publisher-id">EDHT</journal-id>
<journal-title-group>
<journal-title>Exploration of Digital Health Technologies</journal-title>
</journal-title-group>
<issn pub-type="epub">2996-9409</issn>
<publisher>
<publisher-name>Open Exploration Publishing</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.37349/edht.2025.101149</article-id>
<article-id pub-id-type="manuscript">101149</article-id>
<article-categories>
<subj-group>
<subject>Systematic Review</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Bibliometric computational analysis of the scientific literature on burnout and its effect on health and safety of employees</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-3672-357X</contrib-id>
<name>
<surname>Yeung</surname>
<given-names>Andy Wai Kan</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing—original draft</role>
<xref ref-type="aff" rid="I1">
<sup>1</sup>
</xref>
<xref ref-type="fn" rid="afn1">
<sup>†</sup>
</xref>
<xref ref-type="corresp" rid="cor1">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-1578-7398</contrib-id>
<name>
<surname>Litvinova</surname>
<given-names>Olena</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing—original draft</role>
<xref ref-type="aff" rid="I2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="I3">
<sup>3</sup>
</xref>
<xref ref-type="fn" rid="afn1">
<sup>†</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0009-0001-5388-6285</contrib-id>
<name>
<surname>Matin</surname>
<given-names>Maima</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-4186-4900</contrib-id>
<name>
<surname>Mickael</surname>
<given-names>Michel-Edwar</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-4901-7930</contrib-id>
<name>
<surname>Kletecka-Pulker</surname>
<given-names>Maria</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="I5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-2545-0967</contrib-id>
<name>
<surname>Atanasov</surname>
<given-names>Atanas G.</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/">Conceptualization</role>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="I4">
<sup>4</sup>
</xref>
<xref ref-type="fn" rid="afn2">
<sup>#</sup>
</xref>
<xref ref-type="corresp" rid="cor2">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0002-9093-7563</contrib-id>
<name>
<surname>Willschke</surname>
<given-names>Harald</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="I6">
<sup>6</sup>
</xref>
<xref ref-type="fn" rid="afn2">
<sup>#</sup>
</xref>
<xref ref-type="corresp" rid="cor3">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<contrib-id contrib-id-type="orcid">https://orcid.org/0000-0003-0813-5682</contrib-id>
<name>
<surname>Wochele-Thoma</surname>
<given-names>Thomas</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/">Writing—review &amp; editing</role>
<xref ref-type="aff" rid="I2">
<sup>2</sup>
</xref>
<xref ref-type="fn" rid="afn2">
<sup>#</sup>
</xref>
<xref ref-type="corresp" rid="cor4">
<sup>*</sup>
</xref>
</contrib>
<contrib contrib-type="editor">
<name>
<surname>Chakrabarti</surname>
<given-names>Subho</given-names>
</name>
<role>Academic Editor</role>
<aff>Postgraduate Institute of Medical Education and Research (PGIMER), India</aff>
</contrib>
</contrib-group>
<aff id="I1">
<sup>1</sup>Oral and Maxillofacial Radiology, Applied Oral Sciences and Community Dental Care, Faculty of Dentistry, The University of Hong Kong, Hong Kong 852, China</aff>
<aff id="I2">
<sup>2</sup>Ludwig Boltzmann Institute Digital Health and Patient Safety, Medical University of Vienna, 1090 Vienna, Austria</aff>
<aff id="I3">
<sup>3</sup>Department of Management, Marketing and Quality Assurance in Pharmacy, National University of Pharmacy of the Ministry of Health of Ukraine, 61002 Kharkiv, Ukraine</aff>
<aff id="I4">
<sup>4</sup>Institute of Genetics and Animal Breeding of the Polish Academy of Sciences, 05-552 Jastrzebiec, Poland</aff>
<aff id="I5">
<sup>5</sup>Institute for Ethics and Law in Medicine, University of Vienna, 1010 Vienna, Austria</aff>
<aff id="I6">
<sup>6</sup>Department of Anaesthesia, Intensive Care Medicine and Pain Medicine, Medical University of Vienna, 1090 Vienna, Austria</aff>
<author-notes>
<fn id="afn1" fn-type="equal">
<label>†</label>
<p>These authors share the first authorship.</p>
</fn>
<fn id="afn2" fn-type="equal">
<label>#</label>
<p>These authors share the last authorship.</p>
</fn>
<corresp id="cor1">
<bold>
<sup>*</sup>Correspondence:</bold> Andy Wai Kan Yeung, Oral and Maxillofacial Radiology, Applied Oral Sciences and Community Dental Care, Faculty of Dentistry, The University of Hong Kong, Hong Kong 852, China. <email>ndyeung@hku.hk</email></corresp>
<corresp id="cor2">Atanas G. Atanasov, Ludwig Boltzmann Institute Digital Health and Patient Safety, Medical University of Vienna, 1090 Vienna, Austria. <email>Atanas.Atanasov@dhps.lbg.ac.at</email></corresp>
<corresp id="cor3">Harald Willschke, Department of Anaesthesia, Intensive Care Medicine and Pain Medicine, Medical University of Vienna, 1090 Vienna, Austria. <email>harald.willschke@meduniwien.ac.at</email></corresp>
<corresp id="cor4">Thomas Wochele-Thoma, Ludwig Boltzmann Institute Digital Health and Patient Safety, Medical University of Vienna, 1090 Vienna, Austria. <email>Thomas.Wochele-Thoma@caritas-wien.at</email></corresp>
</author-notes>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<pub-date pub-type="epub">
<day>28</day>
<month>05</month>
<year>2025</year>
</pub-date>
<volume>3</volume>
<elocation-id>101149</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>11</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>05</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>© The Author(s) 2025.</copyright-statement>
<license xlink:href="https://creativecommons.org/licenses/by/4.0/">
<license-p>This is an Open Access article licensed under a Creative Commons Attribution 4.0 International License (<ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">https://creativecommons.org/licenses/by/4.0/</ext-link>), which permits unrestricted use, sharing, adaptation, distribution and reproduction in any medium or format, for any purpose, even commercially, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.</license-p>
</license>
</permissions>
<abstract>
<sec>
<title>Background:</title>
<p id="absp-1">The main theme of research literature on burnout has yet to be investigated. Aims: This bibliometric study evaluated the research literature on burnout and health, indexed in Web of Science (WoS), to reveal its expansion and the most prolific authors, institutions, countries, journals, and journal categories. The recurring themes of the literature were also identified.</p>
</sec>
<sec>
<title>Methods:</title>
<p id="absp-2">In December 2023, the WoS Core Collection database was queried with: TS = [(“burnout*” OR “burn out*” OR “burn-out*”) AND (“health*” OR “illness*” OR “disease*” OR “well-being*” OR “wellbeing*”)]. The search yielded publications with these words presented in their title, abstract, or keywords. No filter was placed to restrict the search. Publication and citation counts were recorded directly from the database, whereas subsequent analyses were performed with VOSviewer.</p>
</sec>
<sec>
<title>Results:</title>
<p id="absp-3">The search yielded 26,492 publications. The literature has been growing steadily in the 2000s and more quickly in the 2010s. Nearly one-third of the publications had contributions from the United States. The most prolific journals involved some open-access mega-journals and journals from psychology, medicine, and nursing. Depression and anxiety associated with burnout were recurring themes in the literature. The research community has been explaining burnout by the highly cited Job Demands-Resources (JD-R) model.</p>
</sec>
<sec>
<title>Discussion:</title>
<p id="absp-4">This work demonstrated the usefulness of a bibliometric analysis to identify key stakeholders and major themes of burnout research.</p>
</sec>
</abstract>
<kwd-group>
<kwd>Digital technology</kwd>
<kwd>burnout</kwd>
<kwd>health</kwd>
<kwd>psychology</kwd>
<kwd>public health</kwd>
<kwd>bibliometric</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p id="p-1">The rapid pace of scientific and technological advancement, the increasing demands of modern life, economic and political crises, and the occurrence of both natural and man-made disasters may have contributed to burnout [<xref ref-type="bibr" rid="B1">1</xref>]. These stressors have a particularly pronounced psychological impact on professionals that involve direct interpersonal interactions, such as those in the fields of psychology, education, and medicine [<xref ref-type="bibr" rid="B2">2</xref>–<xref ref-type="bibr" rid="B4">4</xref>]. In addition to the above factors, the work of medical professionals in particular is associated with emotional saturation, psychophysical tension, increased responsibility for the lives and health of people, conflict situations, and the need for quick decision-making in conditions of risk. Consequently, representatives of the medical profession are threatened by burnout syndrome [<xref ref-type="bibr" rid="B5">5</xref>]. The term “professional burnout” was first introduced by the American psychologist Herbert Freudenberger in 1974 [<xref ref-type="bibr" rid="B1">1</xref>]. Models of burnout syndrome are reflected in numerous works by previous researchers [<xref ref-type="bibr" rid="B2">2</xref>, <xref ref-type="bibr" rid="B5">5</xref>, <xref ref-type="bibr" rid="B6">6</xref>]. Today, burnout syndrome is defined in the International Classification of Diseases 11th Revision (ICD-11) as a syndrome resulting from chronic stress in the workplace that has not been successfully managed. The syndrome is associated with three components: 1) feelings of energy depletion or exhaustion; 2) increased mental distance from one’s job, or feelings of negativism or cynicism related to one’s job; and 3) a sense of ineffectiveness and lack of accomplishment [<xref ref-type="bibr" rid="B7">7</xref>].</p>
<p id="p-2">Compared to other categories of specialists, doctors and nurses had increased risks of developing burnout syndrome [<xref ref-type="bibr" rid="B8">8</xref>]. A sense of empathy for medical staff is a necessary professional quality. However, perceiving patients’ problems on a personal level and continuously being exposed to negative emotions such as suffering, pain, despair, and irritation can lead to excessive fatigue and contribute to burnout. Organizational causes of burnout syndrome in doctors and nurses are significant workload, difficulties, and responsibility in the workplace, lack of social support from colleagues and management, insufficient remuneration for work, a high degree of uncertainty in the assessment of the work performed, and decision-making under conditions of high risk [<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B10">10</xref>]. Meanwhile, the occurrence of burnout may be influenced by individual differences in personality, as well as biological and socio-demographic factors such as age, gender, duration of work, and so on. Thus, a higher rate of burnout was usually observed in women and young doctors [<xref ref-type="bibr" rid="B10">10</xref>–<xref ref-type="bibr" rid="B12">12</xref>].</p>
<p id="p-3">There are three groups of burnout consequences: physical, psychological, and professional [<xref ref-type="bibr" rid="B13">13</xref>]. Notable physical consequences of burnout include constant fatigue, headaches, physical exhaustion, and insomnia. Some psychological consequences of burnout include apathy, depression, irritability, pessimism, alcohol abuse, and heavy cigarette smoking. Professional consequences manifest in various ways, such as a sense of burden associated with performing routine tasks, indifference towards the work outcomes, and social isolation. The literature has suggested that burnout is associated with structural and functional changes of the brain, systemic inflammation, immunosuppression, and possibly metabolic syndrome, cardiovascular disease, and premature death [<xref ref-type="bibr" rid="B14">14</xref>]. Hence, burnout is an important research topic.</p>
<p id="p-4">Having burnout among medical professionals might lead to an increase in medical errors and a decrease in the quality of medical care. Correlations were found between the severity of burnout, staff productivity, the quality of care, and patient safety [<xref ref-type="bibr" rid="B15">15</xref>–<xref ref-type="bibr" rid="B17">17</xref>]. Moreover, burnout among doctors became a source of additional costs and reputational losses for healthcare systems and medical institutions [<xref ref-type="bibr" rid="B18">18</xref>]. Suicidal thoughts were also reported in some doctors with burnout [<xref ref-type="bibr" rid="B19">19</xref>]. Not only medical professions, but other professions may also seriously suffer from safety issues associated with burnout. For example, data from firefighters showed that burnout could be related to work stress and work-family conflict modulated by emotional intelligence [<xref ref-type="bibr" rid="B20">20</xref>], and burnout negatively affected compliance with personal protective equipment, adherence to safety work practices, and safety reporting [<xref ref-type="bibr" rid="B21">21</xref>]. Besides, studies on forest industry employees found that burnout increased the risk of absences from work due to physical or mental illnesses, and increased the risk of hospitalization due to mental and cardiovascular disorders [<xref ref-type="bibr" rid="B22">22</xref>, <xref ref-type="bibr" rid="B23">23</xref>].</p>
<p id="p-5">The aforementioned factors have led researchers to maintain a sustained focus on the issue of burnout. However, further research is needed to explore burnout in professionals and to systematize both the risk factors and protective factors associated with this phenomenon. With a substantial volume of existing literature on burnout, researchers may find it challenging to efficiently navigate through it and identify key themes in this field. Bibliometric analysis has proven to be an appropriate tool to evaluate specific scientific areas and entire fields of study, yielding thereby valuable insights [<xref ref-type="bibr" rid="B24">24</xref>–<xref ref-type="bibr" rid="B27">27</xref>]. Hence, the aim of this study is to conduct a bibliometric analysis of scientific literature pertaining to burnout syndrome in healthcare, identify the most prolific entities of the burnout literature, synthesize a summary of research findings, and discuss perspectives on burnout prevention and intervention.</p>
</sec>
<sec id="s2">
<title>Materials and methods</title>
<p id="p-6">In December 2023, the electronic Web of Science (WoS) platform was accessed, and its Core Collection database was queried with the following search string: TS = [(“burnout*” OR “burn out*” OR “burn-out*”) AND (“health*” OR “illness*” OR “disease*” OR “well-being*” OR “wellbeing*”)]. This search string searched for these words in the titles, abstracts, and keywords fields of the publications indexed in WoS. No other aspects, such as publication year or language, were used to restrict the search. Therefore, publications published between 1956–2023 were included, per the subscription plan of the affiliation of the first author. The search was not limited to publications from particular countries. All publications resulted from the search were included regardless of the document types. This ensured a comprehensive coverage of the literature indexed by WoS. Though both WoS and Scopus provide comprehensive and accurate data for bibliometrics, WoS was used because it had a longer history and was more popular than Scopus in the bibliometric field [<xref ref-type="bibr" rid="B28">28</xref>]. The basic publication and citation metrics could be directly extracted from the WoS platform. As the count for the United Kingdom was not directly available, counts from England, Scotland, Northern Ireland, and Wales were merged to represent the United Kingdom. Self-citation rate of the most prolific authors was calculated by dividing (Total citations – Without self-citations) by Total citations. These numbers were obtained directly from the Citation Report function in WoS after getting the search results. The search yielded 26,492 publications for the analysis. To generate visualization maps, the complete records of the publications were exported into VOSviewer (Centre for Science and Technology Studies, Leiden University, version 1.6.20) [<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>] and its default parameters were applied to data processing. The term map visualized the recurring terms (<italic>n</italic> ≥ 265, 1% of 26,492 papers) from the title and abstract of the papers. The procedure was as follows: Create a map based on text data → Read data from WoS files → Extract terms from title and abstract fields (choose to ignore structured abstract labels and copyright statements) → Choose binary counting → Keep all terms that passed the 1% threshold mentioned above. Each term was represented by a node. The node size was an indication of its publication count, whereas the node color indicated the citations per publication (CPP), and the inter-node distance indicated their co-occurrence. The top 10 most cited papers were searched in Scite, an AI-driven online database that collated and categorized citing statements into supporting, mentioning, and contrasting contexts [<xref ref-type="bibr" rid="B31">31</xref>]. <xref ref-type="fig" rid="fig1">Figure 1</xref> shows a flow diagram of the bibliometric workflow. Ethical approval was not applicable to this study, as this study did not involve human or animal subjects or data generated from them.</p>
<fig id="fig1" position="float">
<label>Figure 1</label>
<caption>
<p id="fig1-p-1">
<bold>Flow diagram showing the bibliometric workflow</bold>
</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="edht-03-101149-g001.tif" />
</fig>
</sec>
<sec id="s3">
<title>Results</title>
<p id="p-7">The search yielded 26,492 publications and the analyses were based on this number of publications. Most of the publications were original articles (<italic>n</italic> = 22,988, 86.8%, CPP = 22.1), whereas reviews were more cited in general (<italic>n</italic> = 1,916, 7.2%, CPP = 43.0). Following these two most common document types were editorial material (<italic>n</italic> = 671, CPP = 10.4) and proceeding paper (<italic>n</italic> = 571, CPP = 17.1). Publications written in English represented 94.2% of the analyzed dataset, followed by Spanish (1.8%) and German (1.2%). Other languages represented &lt; 1% of the dataset each. <xref ref-type="table" rid="t1">Table 1</xref> lists the most prolific authors, institutions, countries, journals, and journal categories. Meanwhile, <xref ref-type="fig" rid="fig2">Figure 2</xref> shows the cumulative publication count of the literature on burnout and health. In the 2000s the literature was growing steadily. The growth seemed to be exponential since the 2010s.</p>
<table-wrap id="t1">
<label>Table 1</label>
<caption>
<p id="t1-p-1">
<bold>The top 5 most prolific authors, institutions, countries, journals, and journal categories of burnout literature</bold>
</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>
<bold>Entity</bold>
</th>
<th>
<bold>Number of publications (% of 26,492)</bold>
</th>
<th>
<bold>Citations per publication (CPP)</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>Author (h-index within the dataset, self-citation rate)</td>
<td />
<td />
</tr>
<tr>
<td>Schaufeli, Wilmar B. (67, 1.4%)</td>
<td>128 (0.5)</td>
<td>297.2</td>
</tr>
<tr>
<td>Shanafelt, Tait D. (59, 3.2%)</td>
<td>106 (0.4)</td>
<td>172.3</td>
</tr>
<tr>
<td>Bakker, Arnold B. (64, 1.1%)</td>
<td>94 (0.4)</td>
<td>345.9</td>
</tr>
<tr>
<td>Dyrbye, Liselotte N. (47, 2.6%)</td>
<td>83 (0.3)</td>
<td>176.9</td>
</tr>
<tr>
<td>West, Colin P. (28, 2.7%)</td>
<td>66 (0.3)</td>
<td>128.4</td>
</tr>
<tr>
<td>Institution</td>
<td />
<td />
</tr>
<tr>
<td>University of California System</td>
<td>707 (2.7)</td>
<td>40.0</td>
</tr>
<tr>
<td>Harvard University</td>
<td>681 (2.6)</td>
<td>24.3</td>
</tr>
<tr>
<td>University of London</td>
<td>451 (1.7)</td>
<td>28.9</td>
</tr>
<tr>
<td>University System of Ohio</td>
<td>436 (1.6)</td>
<td>31.2</td>
</tr>
<tr>
<td>University of Toronto</td>
<td>363 (1.4)</td>
<td>25.8</td>
</tr>
<tr>
<td>Country</td>
<td />
<td />
</tr>
<tr>
<td>United States</td>
<td>8,455 (31.9)</td>
<td>27.2</td>
</tr>
<tr>
<td>United Kingdom</td>
<td>2,149 (8.1)</td>
<td>26.6</td>
</tr>
<tr>
<td>Australia</td>
<td>1,661 (6.3)</td>
<td>23.7</td>
</tr>
<tr>
<td>Canada</td>
<td>1,649 (6.2)</td>
<td>34.2</td>
</tr>
<tr>
<td>China</td>
<td>1,579 (6.0)</td>
<td>15.9</td>
</tr>
<tr>
<td>Journal (impact factor 2022)</td>
<td />
<td />
</tr>
<tr>
<td>International Journal of Environmental Research and Public Health (0)</td>
<td>791 (3.0)</td>
<td>15.7</td>
</tr>
<tr>
<td>Frontiers in Psychology (3.8)</td>
<td>557 (2.1)</td>
<td>13.4</td>
</tr>
<tr>
<td>PLOS One (3.7)</td>
<td>355 (1.3)</td>
<td>25.4</td>
</tr>
<tr>
<td>BMJ Open (2.9)</td>
<td>260 (1.0)</td>
<td>17.1</td>
</tr>
<tr>
<td>Journal of Advanced Nursing (3.8)</td>
<td>240 (0.9)</td>
<td>52.3</td>
</tr>
<tr>
<td>Journal category</td>
<td />
<td />
</tr>
<tr>
<td>Public Environmental Occupational Health</td>
<td>3,937 (14.9)</td>
<td>19.6</td>
</tr>
<tr>
<td>Nursing</td>
<td>3,202 (12.1)</td>
<td>23.1</td>
</tr>
<tr>
<td>Psychiatry</td>
<td>2,445 (9.2)</td>
<td>22.2</td>
</tr>
<tr>
<td>Medicine General Internal</td>
<td>2,329 (8.8)</td>
<td>27.3</td>
</tr>
<tr>
<td>Psychology Multidisciplinary</td>
<td>1,990 (7.5)</td>
<td>22.1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p id="t1-fn-1">Please note that authorship was counted irrespective of the position in the author list</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="fig2" position="float">
<label>Figure 2</label>
<caption>
<p id="fig2-p-1">
<bold>The cumulative publication count of the literature on burnout and health.</bold> IJERPH: International Journal of Environmental Research and Public Health</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="edht-03-101149-g002.tif" />
</fig>
<p id="p-8">The most prolific author was Professor Wilmar B. Schaufeli affiliated with Utrecht University (Netherlands) and KU Leuven (Belgium). His most highly cited paper in the analyzed dataset was a 25-page narrative review paper that provided a historical overview of the research on occupational burnout beginning in the mid-1970s; defined the assessment, theoretical framework, and dimensions of burnout; elaborated on where burnout usually occurred and who experienced it; and summarized possible interventions to manage burnout [<xref ref-type="bibr" rid="B32">32</xref>] (7,861 citations). He teamed up with international collaborators to develop the Burnout Assessment Tool (BAT) [<xref ref-type="bibr" rid="B33">33</xref>] (153 citations, classified as a highly cited paper according to WoS).</p>
<p id="p-9">Meanwhile, the top 4 most prolific journals were open-access journals. In terms of open-access journals, PLOS One was initially the preferred journal for publication at the end of the 2000s and early 2010s, but it was eventually superseded by International Journal of Environmental Research and Public Health (IJERPH) and Frontiers in Psychology (<xref ref-type="fig" rid="fig2">Figure 2</xref>). Of note, the growth of burnout literature published in IJERPH seemed to decrease sharply in 2023. Both IJERPH and Frontiers in Psychology had similar CPPs, whereas the only hybrid journal among the top 5, Journal of Advanced Nursing, had the longest publication history on burnout and the highest CPP on the list.</p>
<p id="p-10">The recurring terms in the title and abstracts of the analyzed literature are visualized in <xref ref-type="fig" rid="fig3">Figure 3</xref>. It seemed that survey was a popular study type, as survey (<italic>n</italic> = 5,368, CPP = 21.8) and questionnaire (<italic>n</italic> = 5,941, CPP = 20.5) were two recurring terms. COVID (COVID-19) was also a recurring term (<italic>n</italic> = 3,628, CPP = 12.1). Burnout papers frequently mentioned depression, and the latter was also a recurring term (<italic>n</italic> = 2,862, CPP = 26.9). Intervention was also a recurring term (<italic>n</italic> = 4,851, CPP = 24.7), whereas prevention (<italic>n</italic> = 1,039, CPP = 19.1) had a lower CPP than the former.</p>
<fig id="fig3" position="float">
<label>Figure 3</label>
<caption>
<p id="fig3-p-1">
<bold>Term map showing the recurring terms in the title and abstracts of the analyzed literature.</bold> Each term was represented by a node. The node size was an indication of its publication count, whereas the node color indicated the citations per publication (CPP), and the inter-node distance indicated their co-occurrence</p>
</caption>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="edht-03-101149-g003.tif" />
</fig>
<p id="p-11">
<xref ref-type="table" rid="t2">Table 2</xref> lists the top 20 most recurring author keywords. Burnout seemed to be frequently mentioned together with job satisfaction (<italic>n</italic> = 1,154, CPP = 22.4), depression (<italic>n</italic> = 1,040, CPP = 26.0), and anxiety (<italic>n</italic> = 650, CPP = 19.6), mindfulness (<italic>n</italic> = 553, CPP = 22.2) and social support (<italic>n</italic> = 406, CPP = 27.3). COVID-19 (<italic>n</italic> = 1,973, CPP = 13.6) was frequently mentioned by burnout papers, and nursing (<italic>n</italic> = 701, CPP = 24.4) seemed to be a profession where burnout was frequently investigated.</p>
<table-wrap id="t2">
<label>Table 2</label>
<caption>
<p id="t2-p-1">
<bold>Top 20 most recurring author keywords</bold>
</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>
<bold>Author keyword</bold>
</th>
<th>
<bold>Number of publications</bold>
</th>
<th>
<bold>Citations per publication (CPP)</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>Burnout</td>
<td>7,315</td>
<td>23.7</td>
</tr>
<tr>
<td>Stress</td>
<td>2,094</td>
<td>24.4</td>
</tr>
<tr>
<td>COVID-19</td>
<td>1,973</td>
<td>13.6</td>
</tr>
<tr>
<td>Mental health</td>
<td>1,776</td>
<td>15.1</td>
</tr>
<tr>
<td>Well-being</td>
<td>1,189</td>
<td>25.9</td>
</tr>
<tr>
<td>Job satisfaction</td>
<td>1,154</td>
<td>22.4</td>
</tr>
<tr>
<td>Depression</td>
<td>1,040</td>
<td>26.0</td>
</tr>
<tr>
<td>Nurses</td>
<td>1,028</td>
<td>21.8</td>
</tr>
<tr>
<td>Resilience</td>
<td>873</td>
<td>17.2</td>
</tr>
<tr>
<td>Nursing</td>
<td>701</td>
<td>24.4</td>
</tr>
<tr>
<td>Work engagement</td>
<td>668</td>
<td>42.8</td>
</tr>
<tr>
<td>Anxiety</td>
<td>650</td>
<td>19.6</td>
</tr>
<tr>
<td>Emotional exhaustion</td>
<td>602</td>
<td>22.6</td>
</tr>
<tr>
<td>Mindfulness</td>
<td>553</td>
<td>22.2</td>
</tr>
<tr>
<td>Occupational health</td>
<td>536</td>
<td>15.7</td>
</tr>
<tr>
<td>Occupational stress</td>
<td>524</td>
<td>19.7</td>
</tr>
<tr>
<td>Compassion fatigue</td>
<td>494</td>
<td>24.8</td>
</tr>
<tr>
<td>Social support</td>
<td>406</td>
<td>27.3</td>
</tr>
<tr>
<td>Quality of life</td>
<td>383</td>
<td>15.5</td>
</tr>
<tr>
<td>Coping</td>
<td>362</td>
<td>27.5</td>
</tr>
</tbody>
</table>
</table-wrap>
<p id="p-12">The top 10 most cited papers are listed in <xref ref-type="table" rid="t3">Table 3</xref>. Instead of being old papers published decades ago, all but one were published since 2000. Data from Scite demonstrated that most of the citation statements they received were mere mentioning in nature. There were usually many more supporting statements than contrasting ones, implying that researchers generally agreed with them instead of finding contradictory evidence.</p>
<table-wrap id="t3">
<label>Table 3</label>
<caption>
<p id="t3-p-1">
<bold>The top 10 most cited papers in the analyzed literature</bold>
</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th>
<bold>Rank</bold>
</th>
<th>
<bold>Paper</bold>
</th>
<th>
<bold>Citation count from Web of Science</bold>
</th>
<th>
<bold>Citation statements (supporting: mentioning: contrasting) from Scite</bold>
</th>
</tr>
</thead>
<tbody>
<tr>
<td>1</td>
<td>Job burnout [<xref ref-type="bibr" rid="B32">32</xref>]</td>
<td>7,861</td>
<td>298:9,460:54</td>
</tr>
<tr>
<td>2</td>
<td>The Job Demands-Resources model of burnout [<xref ref-type="bibr" rid="B34">34</xref>]</td>
<td>6,036</td>
<td>394:8,637:27</td>
</tr>
<tr>
<td>3</td>
<td>Job demands, job resources, and their relationship with burnout and engagement: a multi-sample study [<xref ref-type="bibr" rid="B35">35</xref>]</td>
<td>4,726</td>
<td>356:5,819:23</td>
</tr>
<tr>
<td>4</td>
<td>The influence of culture, community, and the nested-self in the stress process: Advancing Conservation of Resources theory [<xref ref-type="bibr" rid="B36">36</xref>]</td>
<td>3,699</td>
<td>446:6,483:15</td>
</tr>
<tr>
<td>5</td>
<td>UCLA Loneliness Scale (Version 3): Reliability, validity, and factor structure [<xref ref-type="bibr" rid="B37">37</xref>]</td>
<td>2,810</td>
<td>86:2,865:9</td>
</tr>
<tr>
<td>6</td>
<td>Job Demands-Resources Theory: Taking Stock and Looking Forward [<xref ref-type="bibr" rid="B38">38</xref>]</td>
<td>2,095</td>
<td>254:3,773:12</td>
</tr>
<tr>
<td>7</td>
<td>Burnout and Satisfaction With Work-Life Balance Among US Physicians Relative to the General US Population [<xref ref-type="bibr" rid="B39">39</xref>]</td>
<td>1,983</td>
<td>89:2,102:22</td>
</tr>
<tr>
<td>8</td>
<td>From Triple to Quadruple Aim: Care of the Patient Requires Care of the Provider [<xref ref-type="bibr" rid="B40">40</xref>]</td>
<td>1,761</td>
<td>15:1,657:1</td>
</tr>
<tr>
<td>9</td>
<td>Linking Job Demands and Resources to Employee Engagement and Burnout: A Theoretical Extension and Meta-Analytic Test [<xref ref-type="bibr" rid="B41">41</xref>]</td>
<td>1,614</td>
<td>137:2,097:13</td>
</tr>
<tr>
<td>10</td>
<td>Systematic review of depression, anxiety, and other indicators of psychological distress among U.S. and Canadian medical students [<xref ref-type="bibr" rid="B42">42</xref>]</td>
<td>1,526</td>
<td>8:49:0</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p id="t3-fn-1">Web of Science and Scite counted citation numbers differently, and therefore the numbers of the last two columns did not match each other. Besides, Scite evaluated citation statements, so that one citing paper could contribute to multiple citation statements</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4">
<title>Discussion</title>
<p id="p-13">This bibliometric analysis on burnout research analyzed 26,492 publications. Nearly one-third of them had contributions from the United States. The most prolific journals involved some open-access mega-journals as well as journals from psychology, medicine, and nursing. Survey was a term for study type among the most recurring terms in the titles and abstracts. Depression and anxiety were mentioned frequently in the burnout literature. This work should supplement existing bibliometric analyses on burnout in specific groups, including nurses [<xref ref-type="bibr" rid="B43">43</xref>, <xref ref-type="bibr" rid="B44">44</xref>], teachers [<xref ref-type="bibr" rid="B45">45</xref>], and radiologists [<xref ref-type="bibr" rid="B46">46</xref>]. As listed in <xref ref-type="table" rid="t1">Table 1</xref>, this analysis found that the United States was the most prolific country, similar to a recent bibliometric analysis on occupational stress [<xref ref-type="bibr" rid="B47">47</xref>].</p>
<p id="p-14">Depression was found to be a recurring term in the analyzed dataset, as shown in <xref ref-type="fig" rid="fig3">Figure 3</xref> and <xref ref-type="table" rid="t2">Table 2</xref>. The research community had a long debate on whether burnout is a precipitating factor for depression or if burnout is identical to depression. A recent review paper has noted that research has demonstrated that burnout is job-related and situation-specific, but depression is more general and free of context [<xref ref-type="bibr" rid="B48">48</xref>]. A study in the past has validated the MBI (Maslach Burnout Inventory) and Burnout Measure (BM) in a clinical sample and showed that burnout could be partially differentiated from other mental syndromes such as depression and anxiety [<xref ref-type="bibr" rid="B49">49</xref>]. Moreover, a 3-year longitudinal study of 2,555 dentists found that job demands predicted burnout over time, which, in turn, predicted future depression; simultaneously, job resources also led to burnout [<xref ref-type="bibr" rid="B50">50</xref>]. Hence, this study tested and supported the Job Demands-Resources (JD-R) model [<xref ref-type="bibr" rid="B34">34</xref>] (the model introduced by the 2nd most cited paper in <xref ref-type="table" rid="t3">Table 3</xref>). Meanwhile, other experts argued that these conditions highly overlap with each other, as a cross-sectional survey of 1,386 school teachers demonstrated that burnout score had a monotonic increase with depression severity in a strong correlation [<xref ref-type="bibr" rid="B51">51</xref>]. As our results found that mindfulness was among the most recurring author keywords, prior studies have investigated its effect on reducing burnout such as for pediatric emergency department staff [<xref ref-type="bibr" rid="B52">52</xref>].</p>
<p id="p-15">In the academic literature, it was found that burnout is biologically associated with sustained activation of the autonomic nervous system, dysfunction of the sympathetic adrenal medullary axis, and changes in cortisol levels [<xref ref-type="bibr" rid="B14">14</xref>]. Meanwhile, situational characteristics were found to cause burnout, including excessive workload, insufficient control, inappropriate reward, lack of community or social support, unfairness, and misalignment of personal values and work [<xref ref-type="bibr" rid="B53">53</xref>]. Another study also found that occupational factors such as number of working hours, percentage of stressful clients, ethical compromises, and stressful workplace could significantly correlate to burnout [<xref ref-type="bibr" rid="B54">54</xref>]. For socioeconomic factors, age, sick-leave, financial strain, medication, work demands, depression, and somatic ailments were found to be independently associated with high burnout [<xref ref-type="bibr" rid="B55">55</xref>].</p>
<p id="p-16">Regarding the JD-R model, the original version adopted a more top-down perspective of the working environment, and hence job demands and resources would have a causal effect on employees’ well-being. Later on, the proposers of JD-R model recognized reversed causal effects observed in newer studies, so that engaged employees would create their own resources (e.g., autonomy, feedback, support) over time from a bottom-up approach, otherwise known as job crafting and gain spirals; and vice versa as self-undermining and loss spirals [<xref ref-type="bibr" rid="B38">38</xref>]. Particularly in this digital age, information and communication technology could be either a job resource or a job demand, depending on its strategic planning and usage within an organization [<xref ref-type="bibr" rid="B56">56</xref>].</p>
<p id="p-17">COVID-19 was another recurring term (<xref ref-type="fig" rid="fig3">Figure 3</xref> and <xref ref-type="table" rid="t2">Table 2</xref>). COVID-19 pandemic was a period when many health workers had burnout. Approximately half of the 2014 frontline nurses surveyed in a Chinese study reported moderate to high burnout [<xref ref-type="bibr" rid="B57">57</xref>]. A meta-analysis of 16 studies including 18,935 nurses found that the prevalence of emotional exhaustion, depersonalization, and lack of personal accomplishment were 34.1%, 12.6%, and 15.2%, respectively [<xref ref-type="bibr" rid="B58">58</xref>]. Surely, COVID-19 is a highly infectious disease that would impose additional job demands and health risks for health workers. Meanwhile, the meta-analysis also found some generic risk factors that increased the burnout of nurses, such as younger age, reduced social support, and inadequate material and human resources [<xref ref-type="bibr" rid="B58">58</xref>]. The lack of resources was especially true during the disease’s first wave, as the public actively searched for face masks and other disinfection products for fear of getting infected with the new virus [<xref ref-type="bibr" rid="B59">59</xref>]. To alleviate burnout, a meta-analysis concluded that organization (company)-directed interventions were more effective than individual-based interventions, in the case of physicians [<xref ref-type="bibr" rid="B60">60</xref>]. In order to preserve the potential of healthcare, it is relevant to develop and implement approaches to prevent and correct burnout among medical staff.</p>
<p id="p-18">Modern psychologists and doctors have developed many techniques and programs of psychological self-regulation [<xref ref-type="bibr" rid="B61">61</xref>–<xref ref-type="bibr" rid="B63">63</xref>]. These include auto-training techniques, personal development programs, psychotherapeutic methods (such as art therapy, and music therapy), and many others. It is important for researchers and clinicians to evaluate the efficacy of these interventions and identify the effective ones. Approaches to prevent burnout syndrome could be divided into organizational and individual levels, with relational factors taking an intermediate position [<xref ref-type="bibr" rid="B64">64</xref>]. Individual approaches for the prevention of burnout syndromes include self-knowledge, self-care, a realistic vision of one’s work, optimism, empathy, and a healthy lifestyle, etc. [<xref ref-type="bibr" rid="B64">64</xref>–<xref ref-type="bibr" rid="B66">66</xref>].</p>
<p id="p-19">Relevant to the JD-R model (identified in <xref ref-type="table" rid="t3">Table 3</xref>), one of the key resources  possessed by employees is emotional intelligence [<xref ref-type="bibr" rid="B67">67</xref>]. The basis for considering emotional intelligence in the prevention of occupational burnout syndrome is the hypothesis that people with a high level of emotional intelligence achieve optimal balance relative to the positive and negative emotional processes. The concept of “emotional intelligence” was proposed by Salovey and Mayer [<xref ref-type="bibr" rid="B68">68</xref>] in 1990, who defined it as a form of social intelligence, including the ability to monitor and distinguish between one’s own and others’ emotions and to use this information to manage one’s thoughts and actions. Physicians with high emotional intelligence more often experience positive emotions, good relations with patients, and a sense of success in their work [<xref ref-type="bibr" rid="B69">69</xref>]. An important aspect of emotional intelligence in the context of its connection with the prevention of professional burnout syndrome is the regulation and control of emotions. The ability to successfully maintain, change, and modify emotions, both one’s own and those of others, is considered an important factor because both too high and too low levels of expression of negative emotions can destructively affect professional activity.</p>
<p id="p-20">Thus, it is relevant to further study of the adaptive and stress-protective functions of emotional intelligence in doctors under conditions of burnout in order to choose flexible and adaptive strategies for overcoming stressful situations. Emotional intelligence, endurance in relation to the possession of their emotions, moods, and actions, and self-management contribute to the prevention of burnout syndrome. There is no doubt that prevention and correction of burnout in medical staff will contribute to increased patient safety, improved quality of medical care, and reduced costs in healthcare.</p>
<p id="p-21">This bibliometric study had inherent limitations. For example, WoS Core Collection contained very limited data regarding the abstract, author keywords, and keywords plus information [<xref ref-type="bibr" rid="B70">70</xref>] prior to the publication year of 1991, so the search could only identify a few publications published before 1991 [<xref ref-type="bibr" rid="B71">71</xref>]. Besides, publications not indexed by WoS would be missed in this study. The use of multiple databases would provide a broader coverage, but data merging would be challenging given that each database counted number of citations differently. Meanwhile, the stance of citations given by Scite (support, mention, vs contrast) is based on AI model, which may not be completely accurate. Thematic clustering could be potentially better analyzed and visualized by other software packages such as Biblioshiny, which allows visualization of a thematic map that plots density against centrality.</p>
<p id="p-22">Based on the findings of this work, it could be suggested that future research on burnout can consider the evaluation of more personalized interventions, recruiting more diverse populations to draw conclusions, and how artificial intelligence is relevant in alleviating burnout.</p>
<p id="p-23">To conclude, about one-third of the publications on burnout had contributions from the United States. The most prolific journals involved some open-access mega-journals as well as journals from the areas of psychology, medicine, and nursing. Survey was one of the most common terms in the analyzed articles. Depression and anxiety associated with burnout were recurring themes in the literature. The research community has been explaining burnout by the highly cited JD-R model.</p>
</sec>
</body>
<back>
<glossary>
<title>Abbreviations</title>
<def-list>
<def-item>
<term>CPP</term>
<def>
<p>citations per publication</p>
</def>
</def-item>
<def-item>
<term>IJERPH</term>
<def>
<p>International Journal of Environmental Research and Public Health</p>
</def>
</def-item>
<def-item>
<term>JD-R</term>
<def>
<p>Job Demands-Resources</p>
</def>
</def-item>
<def-item>
<term>WoS</term>
<def>
<p>Web of Science</p>
</def>
</def-item>
</def-list>
</glossary>
<sec id="s5">
<title>Declarations</title>
<sec id="t-5-1">
<title>Author contributions</title>
<p>AWKY: Conceptualization, Data curation, Formal analysis, Writing—original draft. OL: Writing—original draft. MM, MEM, MKP, HW, and TWT: Writing—review &amp; editing. AGA: Conceptualization, Project administration, Writing—review &amp; editing.</p>
</sec>
<sec id="t-5-2" sec-type="COI-statement">
<title>Conflicts of interest</title>
<p>Andy Wai Kan Yeung who is the Editorial Board Member and Atanas G. Atanasov who is the Editor-in-Chief of Exploration of Digital Health Technologies had no involvement in the decision-making or the review process of this manuscript. The other authors declare that they have no conflicts of interest.</p>
</sec>
<sec id="t-5-3">
<title>Ethical approval</title>
<p>Not applicable.</p>
</sec>
<sec id="t-5-4">
<title>Consent to participate</title>
<p>Not applicable.</p>
</sec>
<sec id="t-5-5">
<title>Consent to publication</title>
<p>Not applicable.</p>
</sec>
<sec id="t-5-6" sec-type="data-availability">
<title>Availability of data and materials</title>
<p>Data is available from Web of Science (<uri xlink:href="https://www.webofscience.com/">https://www.webofscience.com/</uri>) with subscription.</p>
</sec>
<sec id="t-5-7">
<title>Funding</title>
<p>Not applicable.</p>
</sec>
<sec id="t-5-8">
<title>Copyright</title>
<p>© The Author(s) 2025.</p>
</sec>
</sec>
<sec id="s6">
<title>Publisher’s note</title>
<p>Open Exploration maintains a neutral stance on jurisdictional claims in published institutional affiliations and maps. All opinions expressed in this article are the personal views of the author(s) and do not represent the stance of the editorial team or the publisher.</p>
</sec>
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