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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2023.1210133</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Ocean-human relations in the Anthropocene: mapping trends in sustainability-related marine social sciences articles</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Pelke</surname>
<given-names>Nane</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2244601"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Simonn</surname>
<given-names>Finn Christian</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2246311"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Faculty of Business, Economics and Social Sciences, Center for Sustainable Society Research (CSS), University of Hamburg</institution>, <addr-line>Hamburg</addr-line>, <country>Germany</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Faculty of Business, Economics and Social Sciences, Chair of Marketing and Innovation, University of Hamburg</institution>, <addr-line>Hamburg</addr-line>, <country>Germany</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Salvatore Siciliano, Funda&#xe7;&#xe3;o Oswaldo Cruz (Fiocruz), Brazil</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Gillian Barbara Ainsworth, University of Santiago de Compostela, Spain; Emma McKinley, Cardiff University, United Kingdom</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Nane Pelke, <email xlink:href="mailto:nane.pelke@uni-hamburg.de">nane.pelke@uni-hamburg.de</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>08</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1210133</elocation-id>
<history>
<date date-type="received">
<day>21</day>
<month>04</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>07</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Pelke and Simonn</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Pelke and Simonn</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Research about ocean-human relations has significantly increased in recent years. Compared to other disciplines in the oceanic realm, the marine social sciences, as an umbrella term for diverse disciplines and research streams dealing with ocean-human relations, however only recently gained more attention. In this light, the UN Ocean Decade stresses marine social science&#x2019;s pivotal role in assessing future trajectories toward more sustainable ocean-human relations. Our study aims to identify research trends in sustainability-related marine social sciences. Therefore, we thoroughly analyzed the metadata of 1,215 peer-reviewed articles published between 1991 and 2023 and retrieved from the Web of Sciences (WoS) database by applying various bibliometric analysis methods. Our study provides insights into (1) the scientific production of sustainability-related marine social sciences and its evolution (2) the main topics and research streams of sustainability-related marine social sciences, and (3) how these topics developed over time. The findings demonstrate a significant increase in annual scientific production as time progressed, with some countries and institutions contributing more than others. We identified, discussed, and visualized six research streams: (1) Perceptions and benefits of marine conservation; (2) Fisheries, aquaculture, and food security; (3) Climate change and climate change responses; (4) Coastal landscape and land use change; (5) Coastal and marine management; and (6) Development and ocean-human health. Based on those discussions, our study points to four future avenues for research and discussions marine social sciences could potentially build on. These include (1) strengthening the capacity of sustainability-related marine social sciences; (2) enhancing cross-country studies and cooperation; (3) fostering dialogue between marine natural and social scientists; and (4) making (more) sense of sustainability-related marine social science&#x2019;s epistemic features.</p>
</abstract>
<kwd-group>
<kwd>marine social sciences</kwd>
<kwd>ocean-human relations</kwd>
<kwd>sustainability</kwd>
<kwd>Anthropocene</kwd>
<kwd>bibliometrics</kwd>
<kwd>research streams</kwd>
<kwd>trends</kwd>
<kwd>UN Ocean Decade</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="2"/>
<equation-count count="0"/>
<ref-count count="167"/>
<page-count count="20"/>
<word-count count="11193"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Conservation and Sustainability</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>As the climate and biodiversity crisis unravels, marine ecosystems and human societies are undoubtedly interwoven. Oceans play a crucial role in maintaining the earth&#x2019;s climate by producing half of the oxygen we require, absorbing a quarter of carbon dioxide emissions, and capturing 90% of the excess heat these emissions generate. The role of oceans as powerful and essential partners in the effort to stabilize the earth&#x2019;s climate could instill hope. But images such as those of deteriorating coral reefs, polar bears on receding ice, flooded coastal cities, and fishers pulling empty nets paint a somber picture. Those images demonstrate the potential consequences of threatened marine ecosystems and the impact on those who rely on them. It is becoming increasingly important to gain a deeper understanding of the complex relationships between climate change, biodiversity loss, human activity, and overall ocean health. And it is of even greater importance to work on sustainable solutions to ensure ocean wellbeing and transition to using oceanic resources more responsibly (<xref ref-type="bibr" rid="B21">Bleischwitz et&#xa0;al., 2022</xref>).</p>
<p>While marine science has historically been dominated by natural science perspectives (<xref ref-type="bibr" rid="B133">Sowa and Ko&#x142;odziej-Durna&#x15b;, 2015</xref>; <xref ref-type="bibr" rid="B44">Franke et&#xa0;al., 2022</xref>) several scholars have highlighted an abundance of publications by social scientists in recent years (<xref ref-type="bibr" rid="B93">McKinley et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B65">Jefferson et&#xa0;al., 2021</xref>). The United Nations&#x2019; &#x201c;Decade of Ocean Science for Sustainable Development&#x201d; (2021-2030) (hereafter: UN Ocean Decade) brings oceans and the role of science for sustainable oceans further into the spotlight. The UN Ocean Decade aims to put forth &#x201c;transformative ocean science solutions for sustainable development, connecting people and our ocean&#x201d; (<xref ref-type="bibr" rid="B148">UNESCO-IOC, 2021</xref>). Since this liaison comes in many shapes and forms, understanding how to better connect societies and oceans to provide sustainable solutions is not an easy task. Assembling a diverse set of social science disciplines, the marine social sciences engage with &#x201c;the understanding of people&#x2019;s relation with the coastal and marine environment&#x201d; (<xref ref-type="bibr" rid="B13">Bavinck and Verrips, 2020</xref>, p. 121). The marine social sciences therefore play a pivotal role in the UN Ocean Decade&#x2019;s endeavor.</p>
<p>Several studies already provide valuable insight into the state of the marine social sciences and its perspectives by drawing on various data sources (<xref ref-type="bibr" rid="B17">Bennett, 2019</xref>; <xref ref-type="bibr" rid="B13">Bavinck and Verrips, 2020</xref>; <xref ref-type="bibr" rid="B93">McKinley et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B94">McKinley et&#xa0;al., 2022</xref>). However, less attention has been given to marine social sciences&#x2019; publication patterns. To the best of our knowledge, there have been no previous bibliometric analysis identifying trends in this field. Against the backdrop of current debates about the role of social sciences in sustainable solutions for &#x201c;the ocean we want&#x201d; (<xref ref-type="bibr" rid="B148">UNESCO-IOC, 2021</xref>), we decided to focus our research on sustainability-related marine social sciences. As our aim is to discover research trends in the sustainability-related marine social sciences landscape, we opted to concentrate on peer-reviewed articles. While the debate about the importance of monographs and book chapters in the social sciences continues (<xref ref-type="bibr" rid="B24">Bonaccorsi, 2018</xref>; <xref ref-type="bibr" rid="B142">Toledo, 2020</xref>), recent studies suggest that book and journal publishing complement each other rather than being mutually exclusive (<xref ref-type="bibr" rid="B153">Verleysen and Ossenblok, 2017</xref>; <xref ref-type="bibr" rid="B39">Engels et&#xa0;al., 2018</xref>). Articles provide the most up-to-date account of research at a certain point in time, and also offer a more concise and focused exploration of a research field. Notably, we retrieved peer-reviewed articles from the Web of Science database to inform our study. With the WoS as a data source, our article cannot account for articles published in the <italic>Maritime Studies Journal</italic>, an important journal in the field. Further bibliometric studies, focusing on this journal, could complement our analysis.</p>
<p>With a focus on sustainability-related marine social sciences articles<xref ref-type="fn" rid="fn1">
<sup>1</sup>
</xref>, we provide insights into the current status of marine social scientists&#x2019; contribution to ocean sustainability. While no clear-cut definition of ocean sustainability exists, based on the <xref ref-type="bibr" rid="B150">UNEP&#x2019;s International Resource Panel (2021)</xref> we understand it as a usage of marine and coastal resources that ensures &#x201c;equitably distributed social and economic benefits for current and future generations, while restoring and protecting the intrinsic value and functionality of coastal and marine ecosystems&#x201d; (p.6). The article&#x2019;s focus could also deduce how marine social sciences add to the UN Ocean Decade&#x2019;s effort to connect people and oceans to provide sustainable solutions.</p>
<p>In this study, we examine three main research questions:</p>
<list list-type="bullet">
<list-item>
<p>How has the scientific production (regarding articles, journals, and countries) of sustainability-related marine social sciences developed?</p>
</list-item>
<list-item>
<p>What are the main topics of sustainability-related marine social sciences research and what research stream do those topics form?</p>
</list-item>
<list-item>
<p>How have the main research themes of sustainability-related marine social sciences evolved over time and what niches will be the subject of future research?</p>
</list-item>
</list>
<p>By exploring those questions, this bibliometric analysis provides a macroscopic (although incomplete) overview of sustainability-related marine social sciences research. Our article is a valuable, selective resource for researchers who are interested in exploring the research structure of the sustainability-related marine social sciences article landscape and the evolution of various themes in this field.</p>
<p>Section 2 of this article introduces the field of marine social sciences to provide background information. In Section 3, the material and methods we used are explained. In Section 4, the results of our bibliometric analysis are discussed. Section 5 summarizes our findings and provides suggestions for future avenues.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Marine social sciences</title>
<sec id="s2_1">
<label>2.1</label>
<title>Overview</title>
<p>Despite the fact that the social sciences are often associated with a research agenda that mainly focuses on terrestrial worlds (<xref ref-type="bibr" rid="B56">Hannigan, 2017</xref>), ocean-human relations are not a new realm in the field. Social scientists have dealt with fisheries, fishing, and coastal communities for decades. One of these early attempts was a publication by sociologist Ferdinand T&#xf6;nnies, sometimes called the father of maritime sociology (<xref ref-type="bibr" rid="B144">T&#xf6;nnies, 2010</xref>), about the social situation of dockworkers and seamen in seaports. Another endeavor is anthropologist Bronislaw Malinowski&#x2019;s Pacific island studies titled &#x201c;Argonauts of Western Pacific&#x201d; on the religious and long-distance Melanesian Kula published in 1922. These are just two studies among many more in various other social science disciplines.</p>
<p>While having its roots in the study of fisheries, the field of marine social sciences has evolved over time to encompass a wider range of disciplines, topics, and approaches (<xref ref-type="bibr" rid="B151">Urquhart et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B5">Arbo et&#xa0;al., 2018</xref>). In addition to sociology and anthropology, the disciplines of geography, political science, economics, history, and psychology all impart insights into the marine social science field. More &#x201c;applied science&#x201d; disciplines, such as education, communication studies, development studies, and law, also contribute to the marine social sciences (<xref ref-type="bibr" rid="B17">Bennett, 2019</xref>). The methods are as diverse as the disciplines, ranging from quantitative and qualitative to participatory (ibid.) and from theoretical to applied research (<xref ref-type="bibr" rid="B94">McKinley et&#xa0;al., 2022</xref>).</p>
<p>Against the backdrop of ever-growing anthropogenic pressures on marine and coastal ecosystems (<xref ref-type="bibr" rid="B86">Longo and Clark, 2016</xref>; <xref ref-type="bibr" rid="B68">Jouffray et&#xa0;al., 2020</xref>), the interwovenness of oceans and societies is now clearer than ever. Such anthropogenic pressures can be direct (e.g. fishing, sea-use change, and climate change) and indirect (human population growth, per capita income, and technological advances). These anthropogenic drivers not only threaten the health of marine and coastal ecosystems (<xref ref-type="bibr" rid="B99">Moullec et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B128">Setter et&#xa0;al., 2022</xref>), but also put at risk the people who depend on oceans for food, recreation, transport, and commerce, underscoring the vital role in sustaining livelihoods. To add to the situation, previous findings underestimated the effects of anthropogenic pressures on ocean health (<xref ref-type="bibr" rid="B59">Hermes et&#xa0;al., 2022</xref>) and the pressures are likely to intensify in the future (<xref ref-type="bibr" rid="B54">Halpern et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B99">Moullec et&#xa0;al., 2021</xref>).</p>
<p>Considering the anthropogenic influence on the world&#x2019;s oceans and the role of oceans in human wellbeing, the urgency for societal knowledge related to marine and coastal ecosystems can no longer be ignored. It comes as no surprise that the call for societal knowledge related to marine and coastal ecosystems among the research community (e.g. <xref ref-type="bibr" rid="B17">Bennett, 2019</xref>, p. 246) and international agendas (e.g. UN Ocean Decade) has recently grown more strident. In this vein, the marine social sciences, dealing with ocean-human relations, are considered a major beacon of hope for providing such knowledge for a sustainable future of marine and coastal ecosystems (<xref ref-type="bibr" rid="B92">McKinley et&#xa0;al., 2019</xref>). Now is a crucial moment to strengthen the role of marine social sciences and contribute to &#x201c;the science we need for the ocean we want&#x201d;, the UN Ocean Decade&#x2019;s vision (<xref ref-type="bibr" rid="B17">Bennett, 2019</xref>). <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 1</bold>
</xref> reflects on anticipated outcomes that mirror the &#x201c;ocean we want&#x201d;. As the UN Ocean Decade &#x201c;is concerned with data and information, as much as it is with human values and wellbeing in protecting the oceans&#x201d; (<xref ref-type="bibr" rid="B44">Franke et&#xa0;al., 2022</xref>), Bennett&#x2019;s hope might not be too far-fetched.</p>
<p>On that premise, the marine social scientist community as well as marine natural scientists call for the inclusion of the marine social sciences in the wider marine science field (<xref ref-type="bibr" rid="B90">Martin, 2019</xref>; <xref ref-type="bibr" rid="B98">Moon et&#xa0;al., 2021</xref>). At the same time marine social scientists urge that marine social sciences&#x2019; &#x201c;identity as a valuable and valid discipline in its own right&#x201d; should be ensured and strengthened (<xref ref-type="bibr" rid="B93">McKinley et&#xa0;al., 2020</xref>, p. 87).</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Previous marine social sciences studies</title>
<p>The marine social sciences have gained significant attention in recent years, with several studies accentuating its contribution to sustainability. In some of the first marine social science overviews, Arbo and colleagues (<xref ref-type="bibr" rid="B5">2018</xref>) identified five topics related to blue growth that marine social scientists should critically engage with, including governance frameworks and knowledge production. <xref ref-type="bibr" rid="B17">Bennett (2019)</xref> highlighted four pillars to which the marine social sciences can contribute valuable perspectives, such as examining the effectiveness of governance and management approaches and gauging the effects of conservation and management interventions on human wellbeing.</p>
<p>The first manifesto for the marine social sciences, gaining extensive reach, was developed during the MARE 2019 conference, with urgent topics, suggestions for governance research, and new methodologies and approaches (<xref ref-type="bibr" rid="B13">Bavinck and Verrips, 2020</xref>) that were discussed intensively in 12 comments from the marine social sciences community. In line with the manifesto, McKinley and colleagues (<xref ref-type="bibr" rid="B93">2020</xref>) drew on qualitative analysis of this conference&#x2019;s discussions to indicate priorities for the ongoing development of the marine social science community, such as developing an interdisciplinary research agenda. In contrast, McKinley and colleagues (<xref ref-type="bibr" rid="B94">2022</xref>) later conducted a survey to emphasize future marine social sciences priorities, including marine and coastal governance and management, fisheries and fishing communities, and adaptation and climate change. The study also identified challenges and barriers, such as the lack of visibility and recognition of the marine social sciences. The role of the social sciences to provide fresh thinking and interdisciplinary research that enables societal transformations toward sustainability and an &#x201c;ocean we need for the future we want&#x201d; (<xref ref-type="bibr" rid="B21">Bleischwitz et&#xa0;al., 2022</xref>) was also recently re-emphasized.</p>
<p>These works demonstrate the growing importance of the marine social sciences in promoting sustainability in marine and coastal ecosystems.</p>
</sec>
</sec>
<sec id="s3" sec-type="materials|methods">
<label>3</label>
<title>Materials and methods</title>
<p>After this brief introduction to the marine social sciences, we now turn to the material and methods of our analysis. A significant difference between the abovementioned marine social sciences reviews and ours pertains to methodology. Many of the described studies reviewed literature in a qualitative manner or provided insights based on quantitative surveys. Complementing the above, we hope to shed additional light on sustainability-related marine social sciences research, its structure and features with this bibliometric analysis. This kind of analysis is useful to evaluate scientific research, outline the characteristics of scientific disciplines (<xref ref-type="bibr" rid="B165">Zhang et&#xa0;al., 2015</xref>), and trace the development of research in particular fields. With the bibliometric approach our study does not aim to offer an in-depth qualitative analysis of content other studies might be able to provide. The multiple steps involved in our analysis are displayed in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> and will be described below.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Flow of analysis.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1210133-g001.tif"/>
</fig>
<sec id="s3_1">
<label>3.1</label>
<title>Data retrieval</title>
<p>The metadata for this analysis was obtained from the Web of Science (WoS) database. We used Boolean operators<xref ref-type="fn" rid="fn2">
<sup>2</sup>
</xref> to search for sustainability-related marine social sciences peer-reviewed articles. For the sake of retrieving metadata for our analysis, the search term, displayed in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>, was applied using the topic search (TS) in the Social Sciences Citation Index (SSCI) WoS Core Collection. To obtain an approximate solution for the reflection of the research field using such a comprehensive database is important. Additionally, using broad search terms to account for the diversification of marine social sciences research (<xref ref-type="bibr" rid="B151">Urquhart et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B5">Arbo et&#xa0;al., 2018</xref>) was crucial for our analysis. As mirrored in our search term, studies were included in our analysis if they (1) had a focus on ocean or coastal ecosystems; (2) included ocean-human relationships; (3) were situated within social sciences disciplines; and (4) were framed in sustainability-related<xref ref-type="fn" rid="fn3">
<sup>3</sup>
</xref> discourses. The term &#x201c;socio-ecological&#x201d; was applied in our search term to account for processes such as socio-ecological change and socio-ecological transformation and at the same time for considering the relationship between society and oceanic ecosystems. Although this term is not necessarily intertwined with sustainability issues, we checked the use in our database, in which it appears to be highly connected to the notion of sustainability.</p>
<p>Despite WoS covering a broad range of journals, it is worth noting that no single database can cover all relevant journals in a field. Hence, a few journals in the field, such as <italic>Maritime Studies</italic> are not covered in our data. Additionally, while we did not limit our search to English articles, it is possible that articles written in other languages may be underrepresented in the WoS database, as <xref ref-type="bibr" rid="B116">Pranckut&#x117; (2021)</xref> as well as <xref ref-type="bibr" rid="B97">Mongeon and Paul-Hus (2015)</xref> reported. This could have affected the representation of non-English language articles in our study. We decided not to filter the search results by year, since older articles (the first one appeared in 1991) might be potentially valuable to trace back the intellectual foundations of marine social science research. The initial sample consisted of 1,240 articles which were extracted on November 30, 2022.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Preprocessing</title>
<p>While the metadata of an article has informed the analyses of the scientific production and the contribution of journals, countries and institutions, the baseline for the keyword and network analyses of our study was keyword co-occurrence. We decided to merge keywords chosen by authors (author keywords) and indexed terms that are automatically generated from the titles of cited articles (keywords plus) to get a comprehensive idea of the content of the articles in our database.</p>
<p>Author keywords represent carefully selected topic-specific words that authors use to describe their articles&#x2019; issues (<xref ref-type="bibr" rid="B88">Lu et&#xa0;al., 2020</xref>). These keywords are typically chosen to offer a general understanding of an article&#x2019;s topics under investigation. Because author keywords can impact publication success, attract potential readers, and determine dissemination to particular fields, authors tend to use informative, relevant, and refined words with a standardized academic expression as their keywords (<xref ref-type="bibr" rid="B146">Uddin and Khan, 2016</xref>). As significant entities of metadata, author keywords play a vital role in bibliographic analysis, helping to clarify scientific knowledge structures, identify subject hotspots, and detect research trends (<xref ref-type="bibr" rid="B88">Lu et&#xa0;al., 2020</xref>). Zhang and colleagues (<xref ref-type="bibr" rid="B165">2015</xref>) show that keywords plus might offer a broader description of an article&#x2019;s content, while being as effective as author keywords to conduct bibliometric analysis. Merging author keywords and keywords plus therefore seems promising if the goal is to get a complete set of units of analysis.</p>
<p>After merging author keywords and keywords plus, a list of keyword synonyms was created using the software KHCoder and Excel. Words with similar meanings were summarized under one concept using the Excel output of the KHCoder frequency distribution list of keywords. Considering synonyms is important to account for the fact that authors often use different keywords or abbreviations to describe the same research topic (e.g. &#x201c;MPA,&#x201d; &#x201c;marine protected areas,&#x201d; &#x201c;marine protected area&#x201d;). Each &#x201c;concept&#x201d; therefore contains synonym keywords for the same underlying construct. An example of a concept would be &#x201c;marine protected areas&#x201d; for the synonyms listed in the parenthesis above.</p>
<p>The abstracts of all articles that showed up in our initial sample, which were assigned exclusively on the basis of keywords listed in keywords plus, were manually screened. Articles that were mistakenly placed in our database were manually eliminated, whereafter 1,215 articles remained for analysis. Those articles contained 3,698 keywords with 21,994 mentions.</p>
<p>Aiming to include only the most representative concepts in the analysis, we only considered concepts mentioned at least 25 times. Eliminating stopwords was an important step in preprocessing the data. Stopwords are words that are considered irrelevant because they appeared in our search term and could therefore yield trivial results (<xref ref-type="bibr" rid="B22">Block and Fisch, 2020</xref>, p. 311). Hence, 144 keywords representing 44.43% of all mentions were included in the final sample for further analysis.</p>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Analysis methods</title>
<p>On the basis of the final sample, a binary keyword occurrence matrix was created with KHCoder, providing an overview of the occurrence of the chosen 144 keywords in the merged keywords of the 1,215 identified articles. The binary keyword occurrence matrix was analyzed with the software UCINET 6.636 (<xref ref-type="bibr" rid="B26">Borgatti et&#xa0;al., 2002</xref>). First, a keyword co-occurrence matrix was created, displaying the number of co-occurrences of each keyword of the final sample. A core-periphery analysis of the keyword co-occurrence matrix revealed keywords central to the research field, with a strong connection to each other (<xref ref-type="bibr" rid="B25">Borgatti and Everett, 2000</xref>).</p>
<p>To identify different research streams, factor analysis was conducted with IBM SPSS Statistics 28 (<xref ref-type="bibr" rid="B63">IBM Corp, 2021</xref>). By grouping the keywords, based on the co-occurrence frequency, into factors, factor analysis identifies keywords that represent a shared research stream (<xref ref-type="bibr" rid="B74">Kuntner and Teichert, 2016</xref>). The factor loadings display the representativeness of keywords for a research stream (<xref ref-type="bibr" rid="B158">W&#xf6;rfel, 2021</xref>; <xref ref-type="bibr" rid="B138">Sun and Teichert, 2022</xref>). We used a principal component analysis and a Varimax rotation with Kaiser normalization to extract the research streams. The software Gephi (version 0.10.1) was used to visualize the research (<xref ref-type="bibr" rid="B12">Bastian et&#xa0;al., 2009</xref>). To provide a more detailed picture of the research network, density scores were calculated using UCINET software. This method involves dividing the number of existing ties between nodes (keywords) by the sum of all possible ties, as described by <xref ref-type="bibr" rid="B55">Hanneman and Riddle (2005)</xref>. For a dichotomized network matrix, a density score of one indicates that all keywords are connected, whereas a density score of zero means that the keywords are not connected to each other (<xref ref-type="bibr" rid="B167">Zuschke, 2020</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="results">
<label>4</label>
<title>Results and discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>Main information about article collection</title>
<p>As displayed in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>, a total of 1,215 relevant articles in the sustainability-related marine social sciences is published in 312 sources. The first article in the sustainability-related marine social sciences field appeared in 1991. This appearance may be linked to Agenda 21, a comprehensive plan of action to build a global partnership for sustainable development to improve human lives and protect the environment that was established in June 1992 at the Earth Summit in Rio de Janeiro, Brazil. Agenda 21 includes a dedicated chapter on the conservation and sustainable use of oceans, seas, and coastal areas (Chapter 17).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Summary statistics of collected articles.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Description</th>
<th valign="top" align="left">Result</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Timespan</td>
<td valign="top" align="left">1991-2023</td>
</tr>
<tr>
<td valign="top" align="left">Sources (number of journals)</td>
<td valign="top" align="left">312</td>
</tr>
<tr>
<td valign="top" align="left">Documents (number of articles)</td>
<td valign="top" align="left">1,215</td>
</tr>
<tr>
<td valign="top" align="left">Annual growth rate</td>
<td valign="top" align="left">2.19%</td>
</tr>
<tr>
<td valign="top" align="left">Authors</td>
<td valign="top" align="left">5,172</td>
</tr>
<tr>
<td valign="top" align="left">Authors of single-authored documents</td>
<td valign="top" align="left">150</td>
</tr>
<tr>
<td valign="top" align="left">International co-authorship</td>
<td valign="top" align="left">43.29%</td>
</tr>
<tr>
<td valign="top" align="left">Co-authors per document</td>
<td valign="top" align="left">5.09</td>
</tr>
<tr>
<td valign="top" align="left">Author keywords (DE)</td>
<td valign="top" align="left">3,848</td>
</tr>
<tr>
<td valign="top" align="left">References</td>
<td valign="top" align="left">71,011</td>
</tr>
<tr>
<td valign="top" align="left">Document average age</td>
<td valign="top" align="left">4.86</td>
</tr>
<tr>
<td valign="top" align="left">Average citations per document</td>
<td valign="top" align="left">26.06</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The annual growth rate for the years 1991 to 2023 reaches 2,19% (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>), with its peak and a total number of 184 published articles in 2021 (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The average age of documents in our database illustrates that the (sustainability-related) marine social sciences is a young and emerging field, as some scholars stated (<xref ref-type="bibr" rid="B94">McKinley et&#xa0;al., 2022</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Annual scientific production (1991-2022).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1210133-g002.tif"/>
</fig>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Trends in publication</title>
<p>As illustrated in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>, the total number of articles as a proxy for productivity (<xref ref-type="bibr" rid="B37">Donthu et&#xa0;al., 2021</xref>) steadily increased over time. The exponential growth in marine social science research (<xref ref-type="bibr" rid="B93">McKinley et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B65">Jefferson et&#xa0;al., 2021</xref>) also proves to be true for sustainability-related articles in the field. This growth is reflected in the curve in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>. The scientific production acquired additional momentum in 2015. It is possible that significant developments in multilateralism and international policymaking in 2015 contributed to the sharp growth of article numbers from that year onward. The 2030 Agenda for Sustainable Development with its 17 sustainable development goals (SDGs), specifically SDG 14 dedicated to the oceans, seas and marine resources (life below water), and the Paris Agreement on Climate Change are two major agreements among several others that were set in motion in 2015. In addition, the Assembly of the Intergovernmental Oceanographic Commission started discussing concepts and the potential benefits of a UN Ocean Decade in 2016/2017. Finally, December 5, 2017 marks the date when the UN General Assembly decided to establish the UN Ocean Decade for 2021 to 2030.</p>
<p>Whereas research concerning the Covid-19 pandemic was boosted from 2020, qualitative empirical research was &#x201c;seriously hampered&#x201d; due to regulations and restrictions (<xref ref-type="bibr" rid="B112">Otto and Haase, 2022</xref>). With this in mind, the drop in article publications since 2020 perhaps indicates that marine social science research is often empirically grounded research and involves &#x201c;being out there&#x201d; in the field, pointing to what Bavinck and Verrips called &#x201c;marine empiricism&#x201d; (2020, p. 123).</p>
<p>
<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref> depicts the ten most relevant sources in our database as expressed by the number of publications between 1991-2023. The 1215 articles in our study were published in 312 journals. Among the sustainability-related marine social science sources are <italic>Marine Policy</italic> (132), <italic>Sustainability</italic> (121), and <italic>Ocean &amp; Coastal Management</italic> (79). Given that our data collection encompasses 1,215 articles and the number of articles published in the most relevant journals appears to be relatively limited, it suggests that the field is fragmented in terms of where articles are published. Additionally, it is worth mentioning that many of the most relevant journals in the field are inter- and transdisciplinary. Only two journals, <italic>Marine Policy</italic> and <italic>Frontiers in Marine Science</italic>, are dominated by either social or natural scientists. The desire of the marine social science community to integrate into wider marine science, as described in Section 2, may be reflected by the high number of interdisciplinary journals in our database. The journal landscape in our data points to the development toward the integration of social and natural research, that the manifesto for the marine social sciences wishes to see (<xref ref-type="bibr" rid="B13">Bavinck and Verrips, 2020</xref>).</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Ten most relevant journals.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Journal</th>
<th valign="top" align="center">Number of articles</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<italic>Marine Policy</italic>
</td>
<td valign="top" align="center">132</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Sustainability</italic>
</td>
<td valign="top" align="center">121</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ocean &amp; Coastal Management</italic>
</td>
<td valign="top" align="center">79</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ecology and Society</italic>
</td>
<td valign="top" align="center">49</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Frontiers in Marine Science</italic>
</td>
<td valign="top" align="center">29</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Coastal Management</italic>
</td>
<td valign="top" align="center">20</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Ecological Economics</italic>
</td>
<td valign="top" align="center">20</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Fish and Fisheries</italic>
</td>
<td valign="top" align="center">19</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Regional Environmental Change</italic>
</td>
<td valign="top" align="center">19</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>Science of Total Environment</italic>
</td>
<td valign="top" align="center">19</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Geographical distribution</title>
<p>A total of 71 countries<xref ref-type="fn" rid="fn4">
<sup>4</sup>
</xref> have contributed to publishing about sustainability-related marine social science. The USA is the most active country in the field, leading with the highest proportion of publications (n=198; 16,3%), followed by China (n=151; 12,4%) and the United Kingdom (n=112; 9,2%). The absence of certain countries with vibrant marine social science communities from <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>, such as Poland (<xref ref-type="bibr" rid="B72">Ko&#x142;odziej and Ko&#x142;odziej-Durna&#x15b;, 2022</xref>) and the Netherlands, being the home of the Center for Maritime Research (MARE), could have several explanations. This absence could potentially be attributed to variations in publication cultures and practices across different countries. Another explanation could be the absence of the <italic>Maritime Studies</italic> journal from our database. In light of the 10 top publishing countries, displayed in <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>, it altogether seems appropriate to criticize the marine (social) sciences field for being dominated by &#x201c;Western&#x201d; countries (<xref ref-type="bibr" rid="B2">Ahmadia et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B129">Shellock et&#xa0;al., 2022</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Top 10 author countries.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1210133-g003.tif"/>
</fig>
<p>Of the total publications, 57% were single-country publications (SCP) and a smaller proportion (43%) were multiple-country publications (MCP). MCP are created by authors affiliated with institutions from different countries, pointing to existing international cooperation. Considering the cross-border nature of oceanic matters, these numbers indicate that there might be a lot of potential in terms of joint international efforts. Such a global effort, as Bennett argues, could also contribute to building a &#x201c;community of practice and catalyze insights from marine social sciences to guide marine and coastal policy (2019, p. 250)&#x201d;.</p>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Influential institutions</title>
<p>We identified institutions that have been most productive and influential in sustainability-related marine social sciences over the course of time, focusing on three time slices (1998-2010, 2011-2016, and 2017-2022). Those three time slices were selected to account for the expansion of the research field between 2017 and 2022 (i.e. number of publications 1998 &#x2013; 2010: 100; number of publications in 2017 alone: 96) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 2</bold>
</xref>). Generally, a strong relationship can be seen among regions and institutions. From 1998 to 2010, Anglo-American institutes dominated sustainability-related marine social sciences with a commitment to publishing in peer-reviewed journals. Still, even the most productive institutes had a limited number of publications, correlating with the low scientific production during that period.</p>
<p>From 2011 to 2016, a diversification of productive institutes can be observed, with more European universities entering the field. This trend intensified from 2017 to 2022. A surprising finding is the absence of Chinese institutes, as the country is the second most productive in terms of article output. This might show that marine social science research is dispersed across many institutes in China.</p>
<p>At the same time, institutions from Portugal and the Netherlands appeared among the list of most productive and influential institutions (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 2</bold>
</xref>), hinting at a concentration of sustainability-related marine social sciences in very influential institutions. Altogether, the sustainability-related marine social sciences field attracts more and more researchers from various institutes in the world, which could explain the rapid growth in recent years.</p>
</sec>
<sec id="s4_5">
<label>4.5</label>
<title>Concept frequency distribution</title>
<p>In our analysis, word frequencies of concepts were used as a descriptive tool to get a preliminary understanding of relevant themes in the sustainability-related marine social sciences. The more frequently the concepts were mentioned in the articles, the larger their size in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>. The most used concepts are &#x201c;conservation&#x201d;(n=338) &#x201c;climate change&#x201d;(n=281), &#x201c;fisheries&#x201d;(n=279), &#x201c;impact&#x201d;(n=271) and &#x201c;system&#x201d;(n=215), pointing to popular themes in our data. In terms of the spatial component, &#x201c;community&#x201d;(n=126) and &#x201c;islands&#x201d;(n=106) appear as prominent concepts. A speculative explanation of the high frequency of such concepts is that sustainability-related marine social sciences focus on small regions or social microstructures. A comprehensive overview of the concept&#x2019;s frequencies is displayed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 3</bold>
</xref>. Section 4.8 in this study is dedicated to the detailed explanation of how the keywords relate and which research stream they form.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Word cloud of keywords.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1210133-g004.tif"/>
</fig>
</sec>
<sec id="s4_6">
<label>4.6</label>
<title>Evolution of concepts (2012-2022)</title>
<p>To study the evolution of concepts, we analyzed several features. We focused on the last ten years (2012-2022), since publication output encompassed at least two publications with every concept in each of those years. The frequency of certain keywords over a specific period reveals the evolution of sustainability-related marine social science studies and brings to light recent research trends. <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 4</bold>
</xref> display how the 10 most popular concepts evolved overtime. In addition, <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 5</bold>
</xref> reveals other detail,such as when certain concepts began to appear in our data or howlong the relevant concepts&#x2019; burst status lasts.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Most popular concepts from 2012-2022 (top five).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1210133-g005.tif"/>
</fig>
<p>
<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref> displays the five most popular concepts in the decadebetween 2012 and 2022. The point where the curve peaks on <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref>&#x2019;s y-axis represents when conceptswere mentioned the most. Due to limited space, we focus on illustrating the temporal evolution of an exemplary concept. The concept &#x201c;conservation&#x201d; (dark blue) is one of the most prominent topics, as the word cloud (<xref ref-type="fig" rid="f4"><bold>Figure 4</bold></xref>) displayed. &#x201c;Conservation&#x201d; shows an overall increase from 2012 to 2020, with some upward and downward trends. There are two sharp increases in keyword usage &#x2500; the first one between 2012 and 2013 and the second one from 2018 to 2020.</p>
<p>The first incline could potentially reflect debates on international conservation goals, which intensified from 2010 onwards. The Convention on Biological Diversity in 2010 (CBD) (<xref ref-type="bibr" rid="B149">United Nations, 1992</xref>) introduced Aichi Target 11 to encourage countries to preserve coastal and marine areas using protected areas and other effective conservation tools, with the goal of conserving a minimum of 10% of such regions by 2020 (<xref ref-type="bibr" rid="B147">UNEP, 2010</xref>). This goal gained further support in 2012 at the UN Conference on Sustainable Development (Rio+20), the year that reported a sharp increase in the keyword usage of &#x201c;conservation.&#x201d;</p>
<p>The second incline and the highest usage of &#x201c;conservation&#x201d; in 2019 might be linked to 2020 being the target year for which parties agreed to conserve 10% of marine and coastal areas under both the CBD (<xref ref-type="bibr" rid="B149">United Nations, 1992</xref>) and the SDGs.</p>
</sec>
<sec id="s4_7">
<label>4.7</label>
<title>Research streams retrieved from factor analysis</title>
<p>Up to this stage, our results offered a general overview of sustainability-related marine social sciences output regarding article number developments, dominant journals, institutions, and countries as well as regular themes and their evolution. This subsection provides insights into how specific topics in the field have been discussed and which research streams those topics form.</p>
<p>Our analysis revealed six factors through a principal component factor analysis. The factors explain 62.86% of the total variance in our dataset. </p>
<p>We qualitatively analyzed articles to determine each stream&#x2019;s key attributes. Articles with a high number of keywords allocated to an attributed factor served as references to describe the stream&#x2019;s research paradigm, theoretical background, and popular methods. In view of the focus on the top representative articles, the intention is not to provide a complete recap of the research streams. Instead, we provide a description of the research streams in an illustrative manner. <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 6</bold>
</xref> contains an overview of each research stream&#x2019;s top ten keywords and most representative articles, including information on the applied research methodologies. As the identified research streams vary regarding article numbers, the following descriptions also vary in length.</p>
<sec id="s4_7_1">
<label>4.7.1</label>
<title>&#x201c;Perceptions and benefits of marine conservation&#x201d; research stream</title>
<p>The first research stream deals with perceptions and benefits of marine conservation and covers the most articles (n= 477).</p>
<p>Among the important <italic>topics</italic> in this stream is the link between the success of conservation efforts and how individuals perceive conservation policies and practices (<xref ref-type="bibr" rid="B9">Badola et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B79">Lewis et&#xa0;al., 2018</xref>). In this regard, biodiversity conservation is at the forefront of discussions. While most studies refer to the wider biodiversity discourse, some studies pay particular attention to certain biodiversity hotspots, such as mangroves (<xref ref-type="bibr" rid="B9">Badola et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B79">Lewis et&#xa0;al., 2018</xref>). In this stream, marine spatial planning (MSP) is discussed as an important framework to manage marine usage across different temporal and spatial dimensions in line with diverse stakeholder needs (<xref ref-type="bibr" rid="B11">Ban et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B27">Bryhn et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B46">Friedrich et&#xa0;al., 2020</xref>). MSP is also commonly linked with the blue economy agenda (e.g. <xref ref-type="bibr" rid="B16">Bennett, 2018</xref>). Playing an important role in MSP, marine protected areas (MPAs) are widely examined in this stream. MPAs are not only discussed in terms of people&#x2019;s perceptions and attitudes towards this conservation tool or policy solution (<xref ref-type="bibr" rid="B106">Nicoll et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B143">Tonin and Lucaroni, 2017</xref>; <xref ref-type="bibr" rid="B36">Di Franco et&#xa0;al., 2020</xref>), but also regarding the benefits derived from it (<xref ref-type="bibr" rid="B119">Rees et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B87">Lopes et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B120">Rees et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B28">Buonocore et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B57">Harker et&#xa0;al., 2022</xref>). Reflecting current trends in general marine social sciences (<xref ref-type="bibr" rid="B94">McKinley et&#xa0;al., 2022</xref>, p. 5), research in this stream discusses stakeholder engagement as a <italic>topic</italic> (<xref ref-type="bibr" rid="B79">Lewis et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B36">Di Franco et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B46">Friedrich et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B40">Fajardo et&#xa0;al., 2021</xref>).</p>
<p>Among other things, studies in this research stream find that attitudes toward conservation and its tools are mostly positive (<xref ref-type="bibr" rid="B9">Badola et&#xa0;al., 2012</xref>) and the anticipated benefits exceed the possible disadvantages (<xref ref-type="bibr" rid="B57">Harker et&#xa0;al., 2022</xref>). The evidence asserts that involving stakeholders and local communities through collaboration and co-production could benefit the effectiveness of conservation efforts through enhanced support (e.g. <xref ref-type="bibr" rid="B79">Lewis et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B36">Di Franco et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B40">Fajardo et&#xa0;al., 2021</xref>). Stakeholder engagement can, among other things, help &#x201c;natural resource managers to better understand what they are protecting, why and for whom&#x201d;, as scholars have pointed out (<xref ref-type="bibr" rid="B89">Marshall et&#xa0;al., 2019</xref>).</p>
<p>The dominant <italic>theoretical framework</italic> for the perceptions and benefits of marine conservation research stream is the ecosystem-based management approach. Applying such an approach, as argued in one article in reference to the CBD, could help to &#x201c;reach a balance between conservation, sustainable use, and fair and equitable sharing of benefits provided by the use of natural goods and services&#x201d; (<xref ref-type="bibr" rid="B51">Guilhon et&#xa0;al., 2021</xref>). This includes ensuring &#x201c;broad stakeholder consultation and participatory adaptive management&#x201d; (<xref ref-type="bibr" rid="B32">Cook et&#xa0;al., 2019</xref>). The ecosystem services approach informs &#x201c;marine spatial planning decisions&#x201d; (<xref ref-type="bibr" rid="B46">Friedrich et&#xa0;al., 2020</xref>) and offers insights into the values of coastal and marine ecosystems (<xref ref-type="bibr" rid="B47">Ghermandi et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B123">Sangha et&#xa0;al., 2019</xref>).</p>
<p>Case studies, including qualitative and quantitative questionnaires, as well as stakeholder and focus groups are among the prevalent <italic>methods</italic> used. Those case studies in this stream span the globe and range from applications in South-American, Southeast Asian, East-African, and European countries over oceanic countries to studies in North America (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 6</bold>
</xref>).</p>
<p>
<italic>Future topics</italic> to address in this research stream might be perceptions or social acceptability of conservation tools that could complement MPAs and marine spatial planning. One example of a tool for the sustainable conservation of coastal and marine ecosystems would be other area-based conservation measures (OECMs) since they are seen as a significant contributor toward achieving Aichi Target 11 (<xref ref-type="bibr" rid="B149">United Nations, 1992</xref>) and our data suggests that perceptions or social acceptability of OECMs are understudied by marine social scientists. While most of the studies in this stream focus on case studies in certain areas, multi-country studies may reveal additional insights, as oceanic matters do not stop at national borders. From a methodological perspective, studies that combine different methods, including observations, as opposed to mere questionnaire studies that could provoke social desirability, could be sensible. In other words, conservation scholars could be more &#x201c;adventurous or brave with the methods&#x201d; (<xref ref-type="bibr" rid="B65">Jefferson et&#xa0;al., 2021</xref>, p.12) they use.</p>
<p>This research stream contributes to the UN Ocean Decade&#x2019;s Outcome 2 &#x2500; enhancing knowledge to pave the way to &#x201c;a <bold>healthy and resilient ocean</bold> where marine ecosystems are understood, protected, restored and managed&#x201d; (<xref ref-type="bibr" rid="B148">UNESCO-IOC, 2021</xref>).</p>
</sec>
<sec id="s4_7_2">
<label>4.7.2</label>
<title>"Fisheries, aquaculture, and food security&#x201d; research stream</title>
<p>The roots of marine social science can be traced back to fishery community studies (<xref ref-type="bibr" rid="B5">Arbo et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B13">Bavinck and Verrips, 2020</xref>; <xref ref-type="bibr" rid="B136">Steins et&#xa0;al., 2020</xref>). It therefore comes as no surprise that fisheries (management), aquaculture, and food security appears as an important research stream in our analysis, covering 162 articles.</p>
<p>One of the prevailing <italic>topics</italic> in this research stream is the role of fisheries in food security. An abundance of studies in this stream stress the importance of fisheries for food security, livelihoods, and the social and economic wellbeing of coastal communities (<xref ref-type="bibr" rid="B31">Clark and Longo, 2019</xref>; <xref ref-type="bibr" rid="B154">Vianna et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B48">Giron-Nava et&#xa0;al., 2021</xref>). Some studies pay special attention to the role of small-scale fisheries (<xref ref-type="bibr" rid="B139">Teh and Pauly, 2018</xref>; <xref ref-type="bibr" rid="B66">Jimenez et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B155">Wallner-Hahn et&#xa0;al., 2022</xref>). For instance, drawing on marine fish catch statistics from various Southeastern Asian countries, <xref ref-type="bibr" rid="B139">Teh and Pauly (2018)</xref> show the relative contribution of small-scale and industrial fisheries to national food security. Scholars in this stream have also investigated the contribution of aquaculture as a resource for food security and livelihoods (<xref ref-type="bibr" rid="B4">Anderson et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B134">Stead, 2019</xref>; <xref ref-type="bibr" rid="B58">Harohau et&#xa0;al., 2020</xref>). Overfishing and its causes are also discussed in this stream. Some scholars have criticized the idea of ascribing the cause of overfishing merely to too many fishers catching declining numbers of fish, referred to as Malthusian overfishing (<xref ref-type="bibr" rid="B43">Finkbeiner et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B48">Giron-Nava et&#xa0;al., 2021</xref>).</p>
<p>Altogether, albeit not exclusively, researchers found that the relative contribution of the small-scale fisheries sector was underestimated by an average of approximately two times (<xref ref-type="bibr" rid="B139">Teh and Pauly, 2018</xref>) and that adequately managed aquaculture could provide a sustainable source of fish to sustain current and increased per capita fish consumption rates (<xref ref-type="bibr" rid="B96">Merino et&#xa0;al., 2012</xref>). To ensure the wellbeing of local communities, there is a need to diversify livelihoods (<xref ref-type="bibr" rid="B155">Wallner-Hahn et&#xa0;al., 2022</xref>) and to adequately address the underlying factors of poverty and equity in fisheries (<xref ref-type="bibr" rid="B48">Giron-Nava et&#xa0;al., 2021</xref>). The need to enhance interdisciplinary collaboration to develop practical solutions to the core problems of managing tropical coastal and marine social-ecological systems (<xref ref-type="bibr" rid="B42">Ferrol-Schulte et&#xa0;al., 2013</xref>) was also underscored.</p>
<p>Concerning the <italic>theoretical framework</italic>, the sustainable livelihoods approach represents the predominant lens of many studies in this stream (<xref ref-type="bibr" rid="B42">Ferrol-Schulte et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B58">Harohau et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B140">Tilot et&#xa0;al., 2021</xref>). In simplified terms, the sustainable livelihoods approach structures variables that limit or boost livelihood opportunities and describes how they are linked (<xref ref-type="bibr" rid="B127">Serrat, 2017</xref>). Yet, some scholars argue that such an approach does not accurately account for relevant issues, for instance assigning rights and access, corrupt practices, and lack of local financial, intellectual and innovative capacities (<xref ref-type="bibr" rid="B42">Ferrol-Schulte et&#xa0;al., 2013</xref>). Another theoretical angle in this stream is reflected by the ecosystem services approach (<xref ref-type="bibr" rid="B14">Bax et&#xa0;al., 2022</xref>).</p>
<p>
<italic>Method</italic>-wise, case studies are the baseline for many of the studies in this stream. Among the methods applied in this case studies are questionnaires, literature reviews and statistical analysis. The case studies are mostly conducted in the Global South, with a focus on Pacific regions, especially in Southeast Asia and Oceania (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 6</bold>
</xref>). While most studies focus on a single country or region, a few studies in this research stream have used global comparative approaches (<xref ref-type="bibr" rid="B164">Zeller et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B14">Bax et&#xa0;al., 2022</xref>). Furthermore, there are theoretical contributions in the form of historical analyses (<xref ref-type="bibr" rid="B50">Gros, 2014</xref>; <xref ref-type="bibr" rid="B102">Nayak, 2014</xref>) or the discussion of natural resource economics in evaluating aquaculture policy and regulation (<xref ref-type="bibr" rid="B4">Anderson et&#xa0;al., 2019</xref>).</p>
<p>Among <italic>future topics</italic> that authors in this stream find important are best practice fisheries management in &#x201c;remote or wilderness locations&#x201d; (<xref ref-type="bibr" rid="B91">McClanahan et&#xa0;al., 2022</xref>), the ecological and economical significance of seagrass (<xref ref-type="bibr" rid="B155">Wallner-Hahn et&#xa0;al., 2022</xref>), and the impact of recreational fishing on marine ecosystems (<xref ref-type="bibr" rid="B114">Pita et&#xa0;al., 2018</xref>). Referring to future marine social sciences priorities, as discussed by McKinley and colleagues, we suggest that further studies could improve the understanding of aspects such as human rights in the fisheries industry (2022, p. 13). An abundance of research announcing the role of small-scale fisheries in this research stream could serve as a starting point for more supportive research for small-scale fisheries, as called for in the marine social sciences manifesto (<xref ref-type="bibr" rid="B13">Bavinck and Verrips, 2020</xref>) and further studies (<xref ref-type="bibr" rid="B94">McKinley et&#xa0;al., 2022</xref>).</p>
<p>Studies in this stream contribute to the UN Ocean Decade&#x2019;s Outcome 3 &#x2500; &#x201c;[a] <bold>productive</bold> ocean supporting sustainable food supply and a sustainable ocean economy&#x201d; (<xref ref-type="bibr" rid="B148">UNESCO-IOC, 2021</xref>).</p>
</sec>
<sec id="s4_7_3">
<label>4.7.3</label>
<title>&#x201c;Climate change and climate change responses&#x201d; research stream</title>
<p>The third research stream in our analysis refers to 164 articles that address climate change and climate change responses.</p>
<p>This stream tackles various <italic>topics</italic>, pointing to the complex dynamics of climate change issues. Among the most discussed topics in this stream are vulnerability dynamics connected to climate change processes in coastal areas and communities. Some scholars tackle particular consequences of climate change, such as coastal erosion (<xref ref-type="bibr" rid="B49">Gomez et&#xa0;al., 2020</xref>), rising sea levels (<xref ref-type="bibr" rid="B109">Omann et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B137">Student et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B41">Fernandez et&#xa0;al., 2022</xref>), floods (<xref ref-type="bibr" rid="B19">Bhattacharjee and Behera, 2018</xref>), and typhoons (<xref ref-type="bibr" rid="B104">Nguyen et&#xa0;al., 2019</xref>), while others aim to understand vulnerability regarding a broader range of climate change impacts (<xref ref-type="bibr" rid="B69">Kebede et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B103">Ng et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B10">Bagheri et&#xa0;al., 2021</xref>) and risks (<xref ref-type="bibr" rid="B70">Kim and Lee, 2016</xref>; <xref ref-type="bibr" rid="B100">Murshed et&#xa0;al., 2021</xref>).</p>
<p>Closely linked to the vulnerability discourse, resilience, as the ability to resist or recover from climate change impacts, is another important <italic>topic</italic> in this stream. Studies cover factors such as resilience challenges associated with tourism (<xref ref-type="bibr" rid="B125">Semeoshenkova et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B145">Tzoraki et&#xa0;al., 2018</xref>), and variables that impact fishers&#x2019; ability to cope with changes in their socio-ecological resilience (<xref ref-type="bibr" rid="B131">Silva et&#xa0;al., 2021</xref>). The responses and ability to cope with climate change effects, both at an individual/community (<xref ref-type="bibr" rid="B118">Rampengan et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B105">Nicholls et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B152">Van Dolah et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B75">Larsen et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B108">Olowoporoku et&#xa0;al., 2021</xref>) and policy/management level (<xref ref-type="bibr" rid="B18">Bergillos and Ortega-S&#xe1;nchez, 2017</xref>; <xref ref-type="bibr" rid="B53">Hafezi et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B110">Orchard et&#xa0;al., 2020</xref>), are discussed in this research stream, together with participatory and interdisciplinary approaches (<xref ref-type="bibr" rid="B34">Dada et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B75">Larsen et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B3">Allan et&#xa0;al., 2022</xref>).</p>
<p>An abundance of research in this stream warns that coastal (and deltaic) areas are especially sensitive and vulnerable to change (<xref ref-type="bibr" rid="B69">Kebede et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B49">Gomez et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B6">Armenio et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B131">Silva et&#xa0;al., 2021</xref>). Among the identified drivers of vulnerability are the limited adaptation capacity (e.g. <xref ref-type="bibr" rid="B163">Zacarias, 2019</xref>; <xref ref-type="bibr" rid="B49">Gomez et&#xa0;al., 2020</xref>) and economic implications (<xref ref-type="bibr" rid="B7">Arto et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B73">Kubo et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B76">L&#xe1;z&#xe1;r et&#xa0;al., 2020</xref>). As important adaptation strategies to climate-related impact on the individual/community level, aspects such as the diversification of livelihoods (<xref ref-type="bibr" rid="B19">Bhattacharjee and Behera, 2018</xref>; <xref ref-type="bibr" rid="B49">Gomez et&#xa0;al., 2020</xref>), existing fisheries business and species diversification (<xref ref-type="bibr" rid="B62">Hossain et&#xa0;al., 2018</xref>) and migration (<xref ref-type="bibr" rid="B19">Bhattacharjee and Behera, 2018</xref>; <xref ref-type="bibr" rid="B62">Hossain et&#xa0;al., 2018</xref>) were found. On the level of coastal management and policies, studies pointed out &#x201c;delaying urbanization and preserving unexploited coastal wetlands&#x201d; (<xref ref-type="bibr" rid="B30">Chang et&#xa0;al., 2018</xref>), enhancing inclusive hazard management approaches (<xref ref-type="bibr" rid="B110">Orchard et&#xa0;al., 2020</xref>), integrating coastal protection measure into climate change adaptation and mitigation policy (<xref ref-type="bibr" rid="B49">Gomez et&#xa0;al., 2020</xref>) as adaptation strategies to climate change, among several others. Altogether, many of the studies in this stream offer suggestions for policymakers and management.</p>
<p>The sustainable livelihoods approach and (socio-ecological-) system approaches are among the prominent <italic>theoretical frameworks</italic> in this stream.</p>
<p>In terms of <italic>methods</italic>, this research stream is dominated by studies that apply or develop models, indices, or scenarios to assess vulnerability and risks associated with climate change (<xref ref-type="bibr" rid="B103">Ng et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B104">Nguyen et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B131">Silva et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B41">Fernandez et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B34">Dada et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B3">Allan et&#xa0;al., 2022</xref>). A combination of different aspects by merging indices or applying integrated frameworks to get a more comprehensive overview/understanding of vulnerability and resilience components is common among scholars (e.g. <xref ref-type="bibr" rid="B69">Kebede et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B41">Fernandez et&#xa0;al., 2022</xref>). Case studies are often applied to test those models. Furthermore, literature reviews (<xref ref-type="bibr" rid="B6">Armenio et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B75">Larsen et&#xa0;al., 2021</xref>) and questionnaire studies (<xref ref-type="bibr" rid="B159">Wu et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B10">Bagheri et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B108">Olowoporoku et&#xa0;al., 2021</xref>) are applied in this research stream. Many of the case studies are conducted in Southeastern and Southern Asia. Notably, several studies cover Bangladesh, probably because it is among the most climate-sensitive countries in the world. For the same reason, small-island studies are also among the well represented regions in this research stream. Further areas of studies include cases in African, Oceanic and North American countries, as well as a few studies covering Europe (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 6</bold>
</xref>).</p>
<p>Because ocean-human interactions involve complex dynamics, especially regarding climate change processes, dynamic approaches in addition to models that are probabilistic and static could provide further <italic>future</italic> insights. A study by Student and colleagues (2020), analyzing tourism-related rising sea levels, is an example of adding value to the understanding of different facets of vulnerability by drawing on dynamic vulnerability assessment. Although studies already elaborate livelihood strategies, focusing on how to strengthen such strategies in the long run could be of even greater importance, as suggested in a study by McKinley and colleagues (<xref ref-type="bibr" rid="B94">2022</xref>). Since most of the studies aim to inform policymakers, it remains unclear how the marine social sciences contribute to the understanding of civil society. More studies and initiatives with an ocean literacy agenda, especially with a sustainability focus, could enhance such an understanding.</p>
<p>Studies in this stream aid in informing policymakers and therefore add to the UN Ocean Decade&#x2019;s Outcome 5 &#x2500; &#x201c;[a] safe ocean <bold>where life and livelihoods are protected from ocean-related hazards</bold>&#x201d; (<xref ref-type="bibr" rid="B148">UNESCO-IOC, 2021</xref>). Additionally, studies that draw on scenarios might be able to provide knowledge that could pave the way to Outcome 4 &#x2500; &#x201c;[a] predicted ocean <bold>where society understands and can respond to changing ocean conditions</bold>&#x201d; (<xref ref-type="bibr" rid="B148">UNESCO-IOC, 2021</xref>).</p>
</sec>
<sec id="s4_7_4">
<label>4.7.4</label>
<title>&#x201c;Coastal landscape and land use change&#x201d; research stream</title>
<p>The fourth research stream, coastal landscape and land use change, comprises 120 articles.</p>
<p>In this stream, changes in land use, the drivers, and the impact of land use change on sustainability, mostly in coastal regions, are among the prevailing <italic>topics</italic>. Such analyses offer a valuable reference for making informed decisions regarding regional land development policies (<xref ref-type="bibr" rid="B82">Liang et&#xa0;al., 2022a</xref>; <xref ref-type="bibr" rid="B141">Tito et&#xa0;al., 2022</xref>).</p>
<p>Studies in this stream present a continuous expansion of construction land in coastal areas in different regions (e.g. <xref ref-type="bibr" rid="B15">Bellot et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B126">Serra et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B20">Bian et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B82">Liang et&#xa0;al., 2022a</xref>). In addition, a growing number of areas with middle and high landscape vulnerability can be detected (<xref ref-type="bibr" rid="B166">Zhou et&#xa0;al., 2020</xref>). In their study, Liang and co-authors (<xref ref-type="bibr" rid="B82">2022a</xref>) identified foreign direct investment, the industrialization index, and population as the main drivers of land use change. Altogether, studies suggest that developing sustainable coastal and landscape management is necessary for the future (<xref ref-type="bibr" rid="B161">Yi et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B166">Zhou et&#xa0;al., 2020</xref>). Notably, the relationship between intensifying land use and ecological protection shows some ambiguity. While some studies accentuate that land use negatively affects landscape vulnerability (<xref ref-type="bibr" rid="B166">Zhou et&#xa0;al., 2020</xref>), public green spaces, air and water pollution in coastal areas (<xref ref-type="bibr" rid="B20">Bian et&#xa0;al., 2021</xref>), others claim that land exploitation can positively impact &#x201c;regional economic development and ecological protection&#x201d; (<xref ref-type="bibr" rid="B166">Zhou et&#xa0;al., 2020</xref>).</p>
<p>Studies in this research stream are strongly empirically grounded, testing previous findings regarding landscape management or developing experimental hypotheses. As far as the representative studies are concerned, no <italic>theoretical</italic> baseline patterns could be found. Many of the studies in this stream have a regional focus on China. Further studies tackle countries in South America and Mediterranean Europe (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 6</bold>
</xref>).</p>
<p>Regarding <italic>methods</italic>, most of the analyses in this stream are based on quantitative assessments. Land use change, landscape vulnerability and landscape interference indices (<xref ref-type="bibr" rid="B161">Yi et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B166">Zhou et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B82">Liang et&#xa0;al., 2022a</xref>), emergy analysis (<xref ref-type="bibr" rid="B77">Lee and Huang, 2018</xref>), as well as models, such as the random forest model (<xref ref-type="bibr" rid="B82">Liang et&#xa0;al., 2022a</xref>), and remote sensing images (<xref ref-type="bibr" rid="B161">Yi et&#xa0;al., 2018</xref>) are some of the approaches (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 6</bold>
</xref>).</p>
<p>
<italic>Future</italic> studies about the relationship between intensifying land use and ecological protection in the same and other regions could shed light on the ambiguity of the findings concerning this relationship.</p>
</sec>
<sec id="s4_7_5">
<label>4.7.5</label>
<title>&#x201c;Coastal and marine management&#x201d; research stream</title>
<p>This research stream highlights coastal and marine management and consists of 178 articles.</p>
<p>While the other research streams identified in our study also include management issues, this one pays particular attention to coastal and marine management processes and appears as a cross-cutting theme. Among the main <italic>topics</italic> prevalent in this stream are the enhancement of ecosystem-based management and assessments as well as the further development of the socio-ecological system (SES) framework in light of management and governance issues. The SES framework, developed by Elinor <xref ref-type="bibr" rid="B111">Ostrom (2007)</xref>, aims to assess the sustainability of complex social ecological systems and comprises four core subsystems. Furthermore, challenges in developing MSP are discussed.</p>
<p>Various studies emphasize the importance of mingling variables and principles into marine management processes. This includes incorporating the social or human dimension into marine management processes (<xref ref-type="bibr" rid="B71">Koehn et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B83">Lilleb&#xf8; et&#xa0;al., 2019</xref>). In addition to the need to integrate such aspects into an SES framework approach (<xref ref-type="bibr" rid="B84">Link et&#xa0;al., 2017</xref>), <xref ref-type="bibr" rid="B132">Sousa and Alves (2020)</xref> put forward the need for ecosystem-based services and spatial planning processes to be comprehensive, adaptive, inclusive, and integrative. From the perspective of ecosystem-based management, some studies point out a discrepancy between identifying pathways for sustainable management and integrating such findings into planning processes (e.g. <xref ref-type="bibr" rid="B156">Wamsler et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B78">Leenhardt et&#xa0;al., 2015</xref>). In line with findings in the above research streams, stakeholder engagement has been found to have positive effects both on improving ecosystem-based management and assessments (<xref ref-type="bibr" rid="B1">Adams et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B38">Dutra et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B85">Lockerbie et&#xa0;al., 2020</xref>) and on MSP processes (<xref ref-type="bibr" rid="B45">Fraz&#xe3;o Santos et&#xa0;al., 2021</xref>). This ranges from engaging managers and policymakers (<xref ref-type="bibr" rid="B38">Dutra et&#xa0;al., 2015</xref>) to academic communities (<xref ref-type="bibr" rid="B1">Adams et&#xa0;al., 2014</xref>) and accounting for expert knowledge (<xref ref-type="bibr" rid="B85">Lockerbie et&#xa0;al., 2020</xref>).</p>
<p>As mentioned, an important <italic>theoretical</italic> underpinning for this research stream is the SES framework &#x2500; its application as well as further development. Thereby, and deviating slightly from the streams already discussed, this stream pays attention to <italic>theory</italic> development, as the marine social sciences manifesto suggests (<xref ref-type="bibr" rid="B13">Bavinck and Verrips, 2020</xref>, p. 123).</p>
<p>In light of showing pathways for future development strategies and integrated solutions to challenges in ocean management, concerning <italic>methods</italic> many scholars suggest applying scenarios, models, and other quantitative frameworks (e.g. <xref ref-type="bibr" rid="B8">Axelrod et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B85">Lockerbie et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B121">Sajjad et&#xa0;al., 2020</xref>). Literature reviews (<xref ref-type="bibr" rid="B71">Koehn et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B132">Sousa and Alves, 2020</xref>; <xref ref-type="bibr" rid="B45">Fraz&#xe3;o Santos et&#xa0;al., 2021</xref>), participatory approaches (<xref ref-type="bibr" rid="B1">Adams et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B117">Rakotomahazo et&#xa0;al., 2019</xref>) and social network analysis (<xref ref-type="bibr" rid="B107">Obreg&#xf3;n et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B122">Salazar-De La Cruz et&#xa0;al., 2020</xref>) also form part of the methodological tools in this research stream.</p>
<p>One <italic>future</italic> avenue for research in this stream could be the question of how to better integrate study suggestions into management and policy implementation processes.</p>
<p>As this research stream represents a cross-sectional topic that will be discussed in subsection 4.9, it could contribute to the UN Ocean Decade outcomes mentioned in the five other research streams.</p>
</sec>
<sec id="s4_7_6">
<label>4.7.6</label>
<title>&#x201c;Development and ocean-human health&#x201d; research stream</title>
<p>The sixth research stream features in 87 articles and was named development and ocean-human health. It is the smallest stream in terms of article numbers.</p>
<p>In this research stream, several studies explore the interrelation between various development processes and marine ecosystem health. These studies examine <italic>topics</italic> such as the connection between urban development, agricultural development, and marine pollution (<xref ref-type="bibr" rid="B80">Li et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B157">Willis et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B160">Xu and Zhang, 2022</xref>), as well as sustainability levels in coastal urban areas (<xref ref-type="bibr" rid="B162">Yuan et&#xa0;al., 2022</xref>). Nature-based solutions are also evaluated as a means of promoting sustainability (<xref ref-type="bibr" rid="B95">Meerow, 2019</xref>; <xref ref-type="bibr" rid="B124">Sebastiani et&#xa0;al., 2021</xref>). In addition to these topics, the studies in this stream address the relationship between human wellbeing and ocean health (<xref ref-type="bibr" rid="B35">Delany-Crowe et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B115">Pittman et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B60">Hooyberg et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B101">Nash et&#xa0;al., 2022</xref>) and evaluate the access to human health services in small-island developing states (<xref ref-type="bibr" rid="B33">Craig et&#xa0;al., 2022</xref>).</p>
<p>Studies in this stream point to an increase in ocean pollution (<xref ref-type="bibr" rid="B160">Xu and Zhang, 2022</xref>) and the amount of potential pollution (<xref ref-type="bibr" rid="B157">Willis et&#xa0;al., 2022</xref>). Generally, strategies to reduce ocean pollution appear to be lacking (<xref ref-type="bibr" rid="B157">Willis et&#xa0;al., 2022</xref>). Research shows that ocean and human health are positively correlated (<xref ref-type="bibr" rid="B60">Hooyberg et&#xa0;al., 2020</xref>) and that more robust regulations addressing both are needed (<xref ref-type="bibr" rid="B101">Nash et&#xa0;al., 2022</xref>). Researchers urge policymakers to sustainably manage coastal regions to preserve the public health benefits connected to these areas for future generations (<xref ref-type="bibr" rid="B60">Hooyberg et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B130">Shen et&#xa0;al., 2022</xref>).</p>
<p>The dominant <italic>methods</italic> applied in this stream are quantitative assessments (e.g. <xref ref-type="bibr" rid="B52">G&#xfc;rl&#xfc;k, 2009</xref>; <xref ref-type="bibr" rid="B60">Hooyberg et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B160">Xu and Zhang, 2022</xref>) and qualitative questionnaire studies (e.g. <xref ref-type="bibr" rid="B80">Li et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B130">Shen et&#xa0;al., 2022</xref>) (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 6</bold>
</xref>).</p>
<p>In accordance with studies in the fourth research stream, studies in the development and ocean-human health stream are strongly empirically grounded and no <italic>theoretical</italic> baseline patterns could be found.</p>
<p>
<italic>Future</italic> research topics to address in this research stream&#x2019;s fields of expertise could be assessing strategies to reduce ocean pollution. By providing insights about the links between human and ocean health, research in this stream hints at the &#x201c;societal and individual connection with the marine and coastal environment,&#x201d; a future marine social sciences priority McKinley and colleagues (<xref ref-type="bibr" rid="B94">2022</xref>) pointed out. Such research could serve as a starting point to further explore how individuals and society value and connect with oceans.</p>
<p>Altogether, studies in this stream could help to promote knowledge generation for the UN Ocean Decade&#x2019;s Outcome 1 &#x2500; &#x201c;[a] <bold>clean ocean</bold> where sources of pollution are identified and reduced or removed&#x201d; (<xref ref-type="bibr" rid="B148">UNESCO-IOC, 2021</xref>).</p>
</sec>
</sec>
<sec id="s4_8">
<label>4.8</label>
<title>Keyword co-occurrence network</title>
<p>The network illustration (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>) depicts how keywords and research streams are related to each other. The number of co-occurrences as a proxy for keyword prevalence is reflected in the size of a node, while a co-occurrence is represented by a tie between keywords. The positioning of nodes in the network is based on the connections between nodes (<xref ref-type="bibr" rid="B64">Jacomy et&#xa0;al., 2014</xref>). Consequently, keywords in the core of the network have a stronger connection to keywords of their own research stream, as well as to other research streams. The network consists of three larger research streams (perceptions and benefits of marine conservation; fisheries, aquaculture, and food security; and climate change and climate change responses) and three smaller subordinate research streams (coastal and marine management; coastal land use change; and development and ocean-human health). Density scores provide additional information on the knowledge exchange in and between research streams. High scores indicate extensive knowledge sharing, while low scores hint at little intellectual connection (<xref ref-type="bibr" rid="B74">Kuntner and Teichert, 2016</xref>). The intellectual connection is reflected in the use of similar concepts in the articles&#x2019; respective keywords.</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Keyword co-occurrence network illustration.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1210133-g006.tif"/>
</fig>
<p>Overall, all research streams display a medium to high knowledge exchange in the network, with values ranging from 0.83 and 0.95 in research streams and values from 0.59 to 0.81 between streams (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material 7</bold>
</xref>). The strongest within-knowledge exchange was found in the coastal land use change research stream. Despite a high interconnectedness with the climate change and climate change responses research stream, it also exhibited the lowest interconnectedness, i.e. with the fisheries, aquaculture, and food security research stream. Apparent from the network illustration as well as the density scores, the coastal and marine management research stream acts as a cohesive element of the whole research field.</p>
</sec>
</sec>
<sec id="s5">
<label>5</label>
<title>Summary and recommendations for future sustainability-related marine social sciences avenues based on bibliometric analyses</title>
<p>The development of scientific production in the sustainability-related marine social sciences field mirrors the rapid development of the wider marine social sciences research (<xref ref-type="bibr" rid="B94">McKinley et&#xa0;al., 2022</xref>). Especially from 2015, our results showed a sharp increase in article output, pointing to the role of international agenda settings that might have boosted the attention to topics in the marine realm. Against the backdrop of the UN Ocean Decade&#x2019;s start in 2021, which specifically stresses the important role of social sciences in providing knowledge for the &#x201c;ocean we want,&#x201d; it could be assumed that the marine social sciences will gain even more momentum in the upcoming years.</p>
<p>In this light, the question of how to best support the marine social sciences community (<xref ref-type="bibr" rid="B93">McKinley et&#xa0;al., 2020</xref>) becomes even more apparent. The results of our bibliometric analysis might not be able to answer such a question. However, drawing on our results, we propose four selected future research avenues or directions for discussion the marine social sciences community could potentially build on.</p>
<sec id="s5_1">
<label>5.1</label>
<title>Strengthen sustainability-related marine social sciences capacity</title>
<p>Our results identified a diversification of aspects of sustainability-related marine social science research over time. Varying countries and institutes involved in publishing in the field, as well as diverse research topics, echoed by increased keywords in recent years, are among such aspects. Despite a perception of marine social scientists as being a mere helping hand to natural scientists (<xref ref-type="bibr" rid="B94">McKinley et&#xa0;al., 2022</xref>), the identified research streams indicate a broad expertise in its own right.</p>
<p>This expertise of sustainability-related marine social sciences is also illustrated in the research streams&#x2019; contributions to the UN Ocean Decade and its various anticipated outcomes. For instance, stakeholder participation and its positive effects are discussed throughout various research streams. In providing knowledge about stakeholder participation processes, sustainability-related marine social science research could help prevent scientific findings about coastal and marine ecosystems entering society as &#x201c;fixed truth&#x201d; (<xref ref-type="bibr" rid="B23">Bogusz and Holtappels, 2021</xref>, p. 279). It can furthermore help pave the way to UN Ocean Decade&#x2019;s Outcome 7 &#x2500; &#x201c;[an] inspiring and engaging ocean where society understands and values the ocean in relation to human wellbeing and sustainable development&#x201d; (<xref ref-type="bibr" rid="B148">UNESCO-IOC, 2021</xref>, highlights in original).</p>
<p>Despite its vast contributions to possible sustainable pathways, scholars argue that there remains a lack of &#x201c;visibility and recognition&#x201d; of marine social sciences in and outside academia (<xref ref-type="bibr" rid="B94">McKinley et&#xa0;al., 2022</xref>). This is also reflected in the fact that social scientists represent a minority among international environmental expert organizations. To foster the outreach of (sustainability-related) marine social sciences, developing more extensive research on questions of how to strengthen the visibility of social scientists&#x2019; value in shaping sustainable futures of coastal and marine ecosystems may be crucial. In addition, it could be important to explore how to better enroll social scientists into expert organizations.</p>
<p>Our results indicated an unbalanced approach to knowledge production in terms of spatial distribution. While case studies are conducted worldwide, recognizing regional focus areas in some research streams, the vast majority of peer-reviewed articles are written by researchers based at institutes in the Global North. This discrepancy is particularly concerning given the location of several significant marine ecosystems in the Global South. As Partelow and colleagues (<xref ref-type="bibr" rid="B113">2020</xref>) noted in their literature review, scientists from such regions are not at the forefront of knowledge production. This disparity could potentially contribute to the &#x201c;intellectual dominance&#x201d; of the Global North, as scholars like <xref ref-type="bibr" rid="B29">Chakrabarty (2000)</xref> have argued. This trend echoes concerns about the risks associated with &#x201c;parachute science&#x201d; (<xref ref-type="bibr" rid="B135">Stefanoudis et&#xa0;al., 2021</xref>) and it may result in a less suitable viewpoint and further strengthen one-sided dependencies in the knowledge production about marine ecosystems (<xref ref-type="bibr" rid="B113">Partelow et&#xa0;al., 2020</xref>). Borrowing from Hornidge and colleagues (<xref ref-type="bibr" rid="B61">2023</xref>), an important question for the future would be: How can &#x201c;eye-level science systems with valued contributions built on robust cooperative networks within and between Global North and Global South science systems&#x201d; (p. 31) be enhanced?</p>
</sec>
<sec id="s5_2">
<label>5.2</label>
<title>Cultivate cross-country studies and collaboration for cross-country oceanic concerns</title>
<p>Our study demonstrates that single-country case studies are among the most prominent research methods in some research streams of the sustainability-related marine social sciences. Such case studies highlight the contribution of sustainability-related marine social sciences in understanding the complexity of transformation processes in different regions and could enhance &#x201c;local and regional ocean knowledge systems,&#x201d; as the UN Ocean Decade proposes (<xref ref-type="bibr" rid="B61">Hornidge et&#xa0;al., 2023</xref>, p. 28). Yet, marine ecosystems are often summarized under the term &#x201c;world ocean&#x201d; (in the singular) for a reason, which is to present the cross-border character of oceanic concerns. Facing the global ocean crisis, putting such knowledge systems into dialogue appears to be equally important (ibid.).</p>
<p>A point of departure to enhance such a dialogue could be the development of cross-country studies or reviews that draw on country comparisons in the marine social science realm. Such studies could foster the understanding of marine ecosystems and solutions to the climate and biodiversity crisis on a global level. In addition, cross-country studies could promote author collaborations worldwide, where we found some room for improvement regarding multiple country publications.</p>
<p>The value of scientific collaboration is not only revealed by the UN Ocean Decade and under Article 242 of the United Nations Convention on the Law of the Sea (UNCLOS) but was recently reaffirmed by the approval of the UN High Seas Treaty on March 4, 2023. The treaty aims to safeguard the diversity of marine biodiversity and exercise supervision over the open ocean at a global level. In such an endeavor, &#x201c;research capacity building among nations&#x201d; plays a pivotal role (<xref ref-type="bibr" rid="B67">Jones, 2023</xref>). The extensive expertise in the &#x201c;perceptions and benefits of marine conservation&#x201d; as well as the &#x201c;fisheries, aquaculture, and food security&#x201d; research streams could be a point of departure to build on regarding questions on offshore conservation in the light of the UN High Seas Treaty.</p>
</sec>
<sec id="s5_3">
<label>5.3</label>
<title>Bring natural and social scientists into dialogue</title>
<p>Our study has identified the diverse ways in which the marine social sciences provide knowledge to support the sustainability of marine and coastal ecosystems, as well as the livelihoods of people who rely on them. Notably, our analysis of the journal landscape suggests that there is a growing trend toward integrating social and natural sciences research, which is in line with the goals of the marine social sciences manifesto (<xref ref-type="bibr" rid="B13">Bavinck and Verrips, 2020</xref>). This trend is evident in interdisciplinary and marine science journals that regularly publish sustainability-related marine social science studies. Such developments indicate that there is substantial potential for knowledge exchange between these disciplines.</p>
<p>There is however still a need to facilitate the integration of natural and social sciences knowledge to better understand ocean-human relations, in line with the UN Ocean Decade (<xref ref-type="bibr" rid="B148">UNESCO-IOC, 2021</xref>). It is essential to explore ways to bring natural and social scientists who are working on coastal and marine ecosystems into dialogue, as <xref ref-type="bibr" rid="B23">Bogusz and Holtappels (2021)</xref> stressed. To identify research topics for collaboration more precisely, it may be useful to conduct a more detailed study of the contributions of different disciplines to specific research topics. In addition, exploring the challenges of bringing natural and social scientists together could provide insights into important levers for interdisciplinary cooperation. While McKinley and colleagues (<xref ref-type="bibr" rid="B94">2022</xref>) have made a promising start in identifying such challenges and barriers, more research is needed to advance this important agenda. Furthermore, funding mechanisms that promote persistent interdisciplinary networks and projects are much needed.</p>
</sec>
<sec id="s5_4">
<label>5.4</label>
<title>Make (more) sense of marine social science epistemic diversity</title>
<p>The decline in article publications since 2020 is associated with Covid-19 restrictions and marine social sciences&#x2019; focus on empirical work. Paired with the lack of theoretical contributions in some research streams, this might point to potential for situating and framing where marine social sciences stand in terms of theoretical approaches. Consequently, Bavinck and Verrips urgeded to develop &#x201c;social science theory based on coastal, marine empiricism from all over the world&#x201d; (2020, p. 123).</p>
<p>While our analysis provided insights into research topics, methodological and theoretical approaches, it remained elusive in terms of providing more detail about disciplinary approaches and regional variances of approaching ocean-human relations. Because &#x201c;how we know the ocean varies substantially around the world&#x201d; (<xref ref-type="bibr" rid="B61">Hornidge et&#xa0;al., 2023</xref>), future bibliometric analysis could focus on such aspects and provide additional insights as well as a more nuanced understanding of the regional and disciplinary variances of approaching marine and coastal ecosystems. Studies about the epistemic diversity of marine social sciences could also help to avoid the regular misconceptions in the field (<xref ref-type="bibr" rid="B94">McKinley et&#xa0;al., 2022</xref>, p. 7). Above all, disentangling the epistemic diversity could provide a strong baseline to foster dialogue between natural and social scientists who deal with coastal and marine ecosystems. A comprehensive overview could enhance the understanding of who speaks from which angle.</p>
</sec>
<sec id="s5_5">
<label>5.5</label>
<title>Study limitations</title>
<p>Although providing a first broad overview of sustainability-related marine social sciences articles, our analysis is limited in scope. Because our study was based on WoS as a single database, our analysis is not a complete rundown of the field. A supplementary analysis using Scopus as metadata or the <italic>Maritime Studies</italic> journal could further the understanding of the sustainability-related marine social science research field.</p>
<p>An in-depth content analysis of the 1,215 studies in our sample is clearly beyond the scope of our analysis. While such a review is desirable, given the vast and intricate nature of the field, it will probably require a narrower scope that concentrates on specific themes.</p>
<p>While marine social sciences are generally intertwined with sustainability issues, our search term put forth only studies that explicitly mentioned sustainability-related terms (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Because such terms are contested and authors define the terms differently, there might be relevant studies in the field that are not listed in our data. Relatedly, the topic of blue growth might be underrepresented in our study, as sustainability is already implicitly included in this term (for an overview of blue growth, see <xref ref-type="bibr" rid="B81">Liang et&#xa0;al., 2022b</xref>). As inherent to any bibliometric analysis, the search term might have skewed the results, pointing to the fact that our study represents an approximate solution reflecting sustainability-related marine social sciences research. While the majority of the studies can clearly be assigned to the domain of the social sciences, there might be a few that can be located at the intersection between social and natural sciences. This reflects the many touchpoints of the marine social sciences. Overall, verification with other sources could check the &#x201c;completeness&#x201d; of our results.</p>
<p>Despite these limitations, our study enriches the understanding of sustainability-related marine social science peer-reviewed research and proposes future avenues to discuss. As the field is continuously evolving and a single bibliometric study cannot grasp such a diverse field entirely, this article will hopefully encourage future research on the marine social science landscape and its role in contributing to the &#x201c;ocean we want&#x201d; (<xref ref-type="bibr" rid="B148">UNESCO-IOC, 2021</xref>).</p>
</sec>
</sec>
<sec id="s6">
<label>6</label>
<title>Final remarks</title>
<p>There is a critical need for sustainable solutions that prioritize the wellbeing of coastal and marine ecosystems and their responsible utilization (<xref ref-type="bibr" rid="B21">Bleischwitz et al., 2022</xref>). Finding pathways to new sustainable waters is a collective task and one that requires pooling together all available methods (e.g. <xref ref-type="bibr" rid="B65">Jefferson et&#xa0;al., 2021</xref>) and (inter-)disciplinary strengths, including marine social sciences research. In order to unleash the full potential of the marine social sciences, we suggest the following recommendations based on the bibliometric analysis of 1,215 peer-reviewed articles:</p>
<list list-type="bullet">
<list-item>
<p>Explore ways and build on existing efforts that enhance the outreach of the vast contributions of marine social sciences research;</p>
</list-item>
<list-item>
<p>Enhance ocean knowledge systems, that inspire eye-level dialogue between natural and social sciences disciplines, as well as cross-country collaboration, including Global North and Global South;</p>
</list-item>
<list-item>
<p>Inspire more meta-studies that boost the understanding of marine social sciences epistemic and methodological diversity to uncover thematic and methodological points of connection for interdisciplinary and cross-country collaborations.</p>
</list-item>
</list>
</sec>
<sec id="s7" sec-type="data-availability">
<title>Data availability statement</title>
<p>Publicly available datasets were analyzed in this study. This data can be found here: Web of Science.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>NP and FS: Conceptualized the study, analyzed and interpreted the data. NP: Wrote the manuscript. FS: Reviewed the manuscript and wrote individual paragraphs on the methods sections. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>This study was partially funded by the German Research Foundation as part of the &#x201c;Experiencing Nature and Society. A Multi-sited Inquiry into Marine and Ethnographic Field Sciences&#x201d; project (grant number BO 3268/4-1). Moreover, we acknowledge financial support from the Open Access Publication Fund of Universit&#xe4;t Hamburg.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We would like to express special gratitude to Tanja Bogusz and Kirsa Gunkel, whose critical thoughts on earlier versions greatly improved the quality of this article. Additionally, we are grateful for the reviewer&#x2019;s valuable comments, which considerably contributed to the improvement of this article.</p>
</ack>
<sec id="s10" sec-type="COI-statement">
<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 id="s11" sec-type="disclaimer">
<title>Publisher&#x2019;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>
<sec id="s12" sec-type="supplementary-material">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2023.1210133/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2023.1210133/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.zip" id="SM1" mimetype="application/zip"/>
</sec>
<fn-group>
<fn id="fn1">
<label>1</label>
<p>Referring to articles, that explicitly address issues connected with ocean and coastal sustainability through a social sciences lens. This emphasis is reflected in the search terms used for data extraction in section 3.1.</p>
</fn>
<fn id="fn2">
<label>2</label>
<p>Boolean operators are used to connect search words to narrow or broaden search terms. &#x201c;AND&#x201d;, &#x201c;OR&#x201d;, and &#x201c;NOT&#x201d; are the three basic Boolean operators.</p>
</fn>
<fn id="fn3">
<label>3</label>
<p>As terms such as &#x201c;sustainability&#x201d; and &#x201c;Anthropocene&#x201d; are controversial and definitions vary among scholars, we have refrained from providing a definition that studies must meet. Instead, we assume that the use of such terms serves as an indication that these studies contribute to ocean sustainability discourses and solutions from a social scientist&#x2019;s lens.</p>
</fn>
<fn id="fn4">
<label>4</label>
<p>A country is represented by the country of the institution where authors are affiliated.</p>
</fn>
</fn-group>
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