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<title>SPJIMR Thematic Analysis Report β Session 35</title>
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<h1>SPJIMR Corpus β Thematic Analysis Report</h1>
<p><strong>Generated:</strong> 29 May 2026, 20:41 IST
<strong>Session ID:</strong> 35
<strong>Total Papers Analyzed:</strong> 68
<strong>Themes Identified:</strong> 17</p>
<hr />
<h2>1. Executive Summary</h2>
<p>This report presents the findings of a systematic thematic analysis conducted on a corpus of <strong>68 academic papers</strong>. Using SPECTRE2 embeddings and DBSCAN clustering, the analysis identified <strong>17 distinct thematic clusters</strong>.</p>
<h3>Research Methodology Distribution</h3>
<table>
<thead>
<tr>
<th>Methodology Type</th>
<th>Count</th>
<th>Percentage</th>
</tr>
</thead>
<tbody>
<tr>
<td>None</td>
<td>68</td>
<td>100.0%</td>
</tr>
</tbody>
</table>
<hr />
<h2>2. Thematic Overview</h2>
<table>
<thead>
<tr>
<th>#</th>
<th>Theme</th>
<th>Papers</th>
<th>Cohesion Score</th>
<th>Keywords</th>
</tr>
</thead>
<tbody>
<tr>
<td>1</td>
<td>Digital social innovation</td>
<td>32</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>2</td>
<td>COVID-19 digital health</td>
<td>6</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>3</td>
<td>AI ethics framework</td>
<td>5</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>4</td>
<td>Academic societal impact</td>
<td>5</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>5</td>
<td>Future socioeconomic pathways</td>
<td>3</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>6</td>
<td>Hybrid business models</td>
<td>3</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>7</td>
<td>Digital rural transformation</td>
<td>2</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>8</td>
<td>IT in tourism management</td>
<td>2</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>9</td>
<td>Topic 16</td>
<td>2</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>10</td>
<td>Complex intervention framework</td>
<td>1</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>11</td>
<td>Recommendation engines</td>
<td>1</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>12</td>
<td>Cyber-physical-social systems</td>
<td>1</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>13</td>
<td>Digital libraries conference</td>
<td>1</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>14</td>
<td>ESG and digital innovation</td>
<td>1</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>15</td>
<td>Health literacy review</td>
<td>1</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>16</td>
<td>Topic 14</td>
<td>1</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>17</td>
<td>Topic 15</td>
<td>1</td>
<td>N/A</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h2>3. Detailed Theme Analysis</h2>
<h3>Theme 1: Digital social innovation</h3>
<ul>
<li><strong>Papers in cluster:</strong> 32</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>[PDF] GROWING A DIGITAL SOCIAL INNOVATION ECOSYSTEM FOR .... Today new forms of social innovation are needed to create s</li>
<li>(PDF) The relationship between social innovation and digital economy and society. August 6, 2025 - PDF | The information</li>
<li>(PDF) The Role of Digital Technology in Scaling Social Innovations. Objective: social innovation plays a crucial role in</li>
<li>The role of digital social innovations to address SDGs: A systematic review - PMC. This study aimed to identify the conn</li>
<li>Digital Social Innovation Research Papers - Academia.edu. It encompasses collaborative efforts that leverage digital too</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>The role of digital social innovations to address SDGs: A systematic review - PM</td>
<td>N/A</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>Making the most of digital social innovation: An exploration into success factor</td>
<td>N/A</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>Digital Social Innovation in Cities: A Systematic Literature Review and a Resear</td>
<td>N/A</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>[PDF] GROWING A DIGITAL SOCIAL INNOVATION ECOSYSTEM FOR ...</td>
<td>N/A</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>(PDF) The relationship between social innovation and digital economy and society</td>
<td>N/A</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>Clarivate Report Demonstrates Societal Impact of Digital Health Research and Inn</td>
<td>N/A</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>Clarivate report demonstrates societal impact of digital health research and inn</td>
<td>N/A</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>Clarivate Report Demonstrates Societal Impact of Digital Health Research and Inn</td>
<td>N/A</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>Clarivate Report Demonstrates Societal Impact of Digital Health Research and Inn</td>
<td>N/A</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>[2212.13840] The relationship between social innovation and digital economy and</td>
<td>N/A</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td><em>... and 22 more</em></td>
<td></td>
<td></td>
<td></td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 7: COVID-19 digital health</h3>
<ul>
<li><strong>Papers in cluster:</strong> 6</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>COVID-19 Digital Health Innovation Policy: A Portal to Alternative Futures in the Making. "The pandemic is a portal." In</li>
<li>Multidisciplinary research priorities for the COVID-19 pandemic: a call for action for mental health science.</li>
<li>Tackling COVID-19 through Responsible AI Innovation: Five Steps in the Right Direction. Innovations in data science and</li>
<li>Crises and entrepreneurial opportunities: Digital social innovation in response to physical distancing. As physical dist</li>
<li><scp>COVID</scp>β19 and entrepreneurship: Future research directions. Abstract Innovation and futuristic thinking are ne</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>Crises and entrepreneurial opportunities: Digital social innovation in response</td>
<td>Katharina Scheidgen, Ali Aslan GΓΌmΓΌΕay, Franziska</td>
<td>Journal of Business Venturing Insights</td>
<td>β</td>
</tr>
<tr>
<td>Multidisciplinary research priorities for the COVID-19 pandemic: a call for acti</td>
<td>Emily A. Holmes, Rory C. OβConnor, V. Hugh Perry,</td>
<td>The Lancet Psychiatry</td>
<td>β</td>
</tr>
<tr>
<td><scp>COVID</scp>β19 and entrepreneurship: Future research directions</td>
<td>Vanessa Ratten</td>
<td>Strategic Change</td>
<td>β</td>
</tr>
<tr>
<td>COVID-19 Digital Health Innovation Policy: A Portal to Alternative Futures in th</td>
<td>Mustafa Bayram, Simon Springer, Colin Garvey, Vura</td>
<td>OMICS A Journal of Integrative Biology</td>
<td>β</td>
</tr>
<tr>
<td>Tackling COVID-19 through Responsible AI Innovation: Five Steps in the Right Dir</td>
<td>David Leslie</td>
<td>Harvard Data Science Review</td>
<td>β</td>
</tr>
<tr>
<td>Mitigating and learning from the impact of COVIDβ19 infection on addictive disor</td>
<td>John Marsden, Shane Darke, Wayne Hall, Matthew Hic</td>
<td>Addiction</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 0: AI ethics framework</h3>
<ul>
<li><strong>Papers in cluster:</strong> 5</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>AI4PeopleβAn Ethical Framework for a Good AI Society: Opportunities, Risks, Principles, and Recommendations. This articl</li>
<li>Artificial Intelligence (AI): Multidisciplinary perspectives on emerging challenges, opportunities, and agenda for resea</li>
<li>The role of artificial intelligence in achieving the Sustainable Development Goals. The emergence of artificial intellig</li>
<li>Opinion Paper: βSo what if ChatGPT wrote it?β Multidisciplinary perspectives on opportunities, challenges and implicatio</li>
<li>The Foundation Model Transparency Index. Foundation models have rapidly permeated society, catalyzing a wave of generati</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>Artificial Intelligence (AI): Multidisciplinary perspectives on emerging challen</td>
<td>Yogesh K. Dwivedi, Laurie Hughes, Elvira Ismagilov</td>
<td>International Journal of Information Man</td>
<td>β</td>
</tr>
<tr>
<td>AI4PeopleβAn Ethical Framework for a Good AI Society: Opportunities, Risks, Prin</td>
<td>Luciano Floridi, Josh Cowls, Monica Beltrametti, R</td>
<td>Minds and Machines</td>
<td>β</td>
</tr>
<tr>
<td>The role of artificial intelligence in achieving the Sustainable Development Goa</td>
<td>Ricardo Vinuesa, Hossein Azizpour, Iolanda Leite,</td>
<td>Nature Communications</td>
<td>β</td>
</tr>
<tr>
<td>Opinion Paper: βSo what if ChatGPT wrote it?β Multidisciplinary perspectives on</td>
<td>Yogesh K. Dwivedi, Nir Kshetri, Laurie Hughes, Emm</td>
<td>International Journal of Information Man</td>
<td>β</td>
</tr>
<tr>
<td>The Foundation Model Transparency Index</td>
<td>Rishi Bommasani, Kevin Klyman, Shayne Longpre, Say</td>
<td>arXiv (Cornell University)</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 3: Academic societal impact</h3>
<ul>
<li><strong>Papers in cluster:</strong> 5</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>Productive interactions: societal impact of academic .... 14 Productive interactions: societal impact of academic resear</li>
<li>Productive interactions: societal impact of academic .... 14 Productive interactions: societal impact of academic resear</li>
<li>Productive interactions: Societal impact of academic research in the knowledge society | LERU. Facebook [...] LinkedIn h</li>
<li>The Impact of Academic Research on Societal Development | Free Essay Example for Students. This section aims at defining</li>
<li>Do Social Scientists Care if Their Research Has a Societal Impact? Results from a New Survey | Center for Innovation in</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>Productive interactions: societal impact of academic ...</td>
<td>N/A</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>Productive interactions: societal impact of academic ...</td>
<td>N/A</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>Productive interactions: Societal impact of academic research in the knowledge s</td>
<td>N/A</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>Do Social Scientists Care if Their Research Has a Societal Impact? Results from</td>
<td>N/A</td>
<td>N/A</td>
<td>β</td>
</tr>
<tr>
<td>The Impact of Academic Research on Societal Development</td>
<td>Free Essay Example for</td>
<td>N/A</td>
<td>N/A</td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 2: Future socioeconomic pathways</h3>
<ul>
<li><strong>Papers in cluster:</strong> 3</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>The roads ahead: Narratives for shared socioeconomic pathways describing world futures in the 21st century.</li>
<li>Researching for Desirable Futures: From Real Utopias to Imagining Alternatives. Moments of crisis may serve as critical</li>
<li>Four cultures: new synergies for engaging society on climate change. The scientific community has largely reached consen</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>Researching for Desirable Futures: From Real Utopias to Imagining Alternatives</td>
<td>Ali Aslan GΓΌmΓΌΕay, Juliane Reinecke</td>
<td>Journal of Management Studies</td>
<td>β</td>
</tr>
<tr>
<td>The roads ahead: Narratives for shared socioeconomic pathways describing world f</td>
<td>Brian C. OβNeill, Elmar Kriegler, Kristie L. Ebi,</td>
<td>Global Environmental Change</td>
<td>β</td>
</tr>
<tr>
<td>Four cultures: new synergies for engaging society on climate change</td>
<td>Matthew C. Nisbet, Mark A. Hixon, Kathleen Dean Mo</td>
<td>Frontiers in Ecology and the Environment</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 4: Hybrid business models</h3>
<ul>
<li><strong>Papers in cluster:</strong> 3</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>Can profit and sustainability goals co-exist? New business models for hybrid firms. Purpose This paper aims to discuss h</li>
<li>Entrepreneurship in the sharing economy: A review of business models and social impacts. The emergence of the sharing ec</li>
<li>How does entrepreneurial orientation and SDG orientation of CEOs evolve before and during a pandemic. Purpose Aligning b</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>Can profit and sustainability goals co-exist? New business models for hybrid fir</td>
<td>Fernando G. Alberti, Mario A. Varon Garrido</td>
<td>Journal of Business Strategy</td>
<td>β</td>
</tr>
<tr>
<td>How does entrepreneurial orientation and SDG orientation of CEOs evolve before a</td>
<td>Hitesha Yadav, Arpan Kumar Kar, Smita Kashiramka</td>
<td>Journal of Enterprise Information Manage</td>
<td>β</td>
</tr>
<tr>
<td>Entrepreneurship in the sharing economy: A review of business models and social</td>
<td>Glory Ugochi Ebirim, Ifeyinwa Francisca Unigwe, Nd</td>
<td>International Journal of Science and Res</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 5: Digital rural transformation</h3>
<ul>
<li><strong>Papers in cluster:</strong> 2</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>Mind the gap: The AURORAL ecosystem for the digital transformation of smart communities and rural areas. Rural areas pla</li>
<li>Tools Towards the Sustainability and Circularity of Data Centers.</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>Mind the gap: The AURORAL ecosystem for the digital transformation of smart comm</td>
<td>Oihane GΓ³mezβCarmona, David BujΓ‘n, Diego CasadoβMa</td>
<td>Technology in Society</td>
<td>β</td>
</tr>
<tr>
<td>Tools Towards the Sustainability and Circularity of Data Centers</td>
<td>Mohamed Sameer Hoosain, Babu Sena Paul, Susanna Ka</td>
<td>Circular Economy and Sustainability</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 6: IT in tourism management</h3>
<ul>
<li><strong>Papers in cluster:</strong> 2</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>Progress in information technology and tourism management: 20 years on and 10 years after the InternetβThe state of eTou</li>
<li>The Impact of AI and Reciprocal Symmetry on Organizational Culture and Leadership in the Digital Economy. The profound e</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>Progress in information technology and tourism management: 20 years on and 10 ye</td>
<td>Dimitrios Buhalis, Rob Law</td>
<td>Tourism Management</td>
<td>β</td>
</tr>
<tr>
<td>The Impact of AI and Reciprocal Symmetry on Organizational Culture and Leadershi</td>
<td>Sai Sirisha Maddula</td>
<td>Engineering International</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 16: Topic 16</h3>
<ul>
<li><strong>Papers in cluster:</strong> 2</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>Functional, symbolic and societal frames for automobility: Implications for sustainability transitions. Automobility ref</li>
<li>An agenda for sustainability transitions research: State of the art and future directions.</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>Functional, symbolic and societal frames for automobility: Implications for sust</td>
<td>Benjamin K. Sovacool, Jonn Axsen</td>
<td>Transportation Research Part A Policy an</td>
<td>β</td>
</tr>
<tr>
<td>An agenda for sustainability transitions research: State of the art and future d</td>
<td>Jonathan KΓΆhler, Frank W. Geels, Florian Kern, Joc</td>
<td>Environmental Innovation and Societal Tr</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 8: Complex intervention framework</h3>
<ul>
<li><strong>Papers in cluster:</strong> 1</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>A new framework for developing and evaluating complex interventions: update of Medical Research Council guidance. The UK</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>A new framework for developing and evaluating complex interventions: update of M</td>
<td>Kathryn Skivington, Lynsay Matthews, Sharon Simpso</td>
<td>BMJ</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 9: Recommendation engines</h3>
<ul>
<li><strong>Papers in cluster:</strong> 1</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>Recommendation Engines. How companies like Amazon and Netflix know what βyou might also likeβ: the history, technology,</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>Recommendation Engines</td>
<td>Michael Schrage</td>
<td>The MIT Press eBooks</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 10: Cyber-physical-social systems</h3>
<ul>
<li><strong>Papers in cluster:</strong> 1</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>A Holistic Review of CyberβPhysicalβSocial Systems: New Directions and Opportunities. A Cyber-Physical-Social System (CP</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>A Holistic Review of CyberβPhysicalβSocial Systems: New Directions and Opportuni</td>
<td>Theresa Sobb, Benjamin Turnbull, Nour Moustafa</td>
<td>Sensors</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 11: Digital libraries conference</h3>
<ul>
<li><strong>Papers in cluster:</strong> 1</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>Proceedings of the ACM/IEEE Joint Conference on Digital Libraries in 2020. Welcome to the 2020 ACM/IEEE-CS Joint Confere</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>Proceedings of the ACM/IEEE Joint Conference on Digital Libraries in 2020</td>
<td>β</td>
<td>N/A</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 12: ESG and digital innovation</h3>
<ul>
<li><strong>Papers in cluster:</strong> 1</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>The relationship between ESG ratings and digital technological innovation in manufacturing: Insights via dual machine le</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>The relationship between ESG ratings and digital technological innovation in man</td>
<td>Bai Yang, Jingfeng Huang, Yinzhong Chen</td>
<td>Finance research letters</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 13: Health literacy review</h3>
<ul>
<li><strong>Papers in cluster:</strong> 1</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>Health literacy and public health: A systematic review and integration of definitions and models. Based upon this review</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>Health literacy and public health: A systematic review and integration of defini</td>
<td>Kristine SΓΈrensen, Stephan Van den Broucke, James</td>
<td>BMC Public Health</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 14: Topic 14</h3>
<ul>
<li><strong>Papers in cluster:</strong> 1</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>A Brief History of Video Games. This chapter focuses on the historical overview of video games' evolution with a very br</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>A Brief History of Video Games</td>
<td>James Ivory</td>
<td>N/A</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h3>Theme 15: Topic 15</h3>
<ul>
<li><strong>Papers in cluster:</strong> 1</li>
</ul>
<p><strong>Key Findings / Representative Excerpts:</strong></p>
<ol>
<li>Making sure you're not a bot!. Protected by BotStopper From Techaro. Made with β€οΈ in π¨π¦. Pour toutes questions ou comme</li>
</ol>
<p><strong>Representative Papers:</strong></p>
<table>
<thead>
<tr>
<th>Title</th>
<th>Authors</th>
<th>Journal</th>
<th>Type</th>
</tr>
</thead>
<tbody>
<tr>
<td>Making sure you're not a bot!</td>
<td>N/A</td>
<td>N/A</td>
<td>β</td>
</tr>
</tbody>
</table>
<hr />
<h2>4. Research Gaps & Future Directions</h2>
<h3>Sparse Themes (Under-researched Areas)</h3>
<p>These themes have fewer than 4 papers, indicating potential research gaps:</p>
<ul>
<li><strong>Future socioeconomic pathways</strong> β only 3 paper(s)</li>
<li><strong>Hybrid business models</strong> β only 3 paper(s)</li>
<li><strong>Digital rural transformation</strong> β only 2 paper(s)</li>
<li><strong>IT in tourism management</strong> β only 2 paper(s)</li>
<li><strong>Complex intervention framework</strong> β only 1 paper(s)</li>
<li><strong>Recommendation engines</strong> β only 1 paper(s)</li>
<li><strong>Cyber-physical-social systems</strong> β only 1 paper(s)</li>
<li><strong>Digital libraries conference</strong> β only 1 paper(s)</li>
<li><strong>ESG and digital innovation</strong> β only 1 paper(s)</li>
<li><strong>Health literacy review</strong> β only 1 paper(s)</li>
<li><strong>Topic 14</strong> β only 1 paper(s)</li>
<li><strong>Topic 15</strong> β only 1 paper(s)</li>
<li><strong>Topic 16</strong> β only 2 paper(s)</li>
</ul>
<hr />
<h2>Appendix: Full Paper List</h2>
<table>
<thead>
<tr>
<th>#</th>
<th>Title</th>
<th>Theme</th>
<th>Type</th>
<th>Citations</th>
</tr>
</thead>
<tbody>
<tr>
<td>1</td>
<td>Artificial Intelligence (AI): Multidisciplinary perspectives on emergi</td>
<td>AI ethics framework</td>
<td>β</td>
<td>3855</td>
</tr>
<tr>
<td>2</td>
<td>AI4PeopleβAn Ethical Framework for a Good AI Society: Opportunities, R</td>
<td>AI ethics framework</td>
<td>β</td>
<td>3147</td>
</tr>
<tr>
<td>3</td>
<td>The role of artificial intelligence in achieving the Sustainable Devel</td>
<td>AI ethics framework</td>
<td>β</td>
<td>2792</td>
</tr>
<tr>
<td>4</td>
<td>Opinion Paper: βSo what if ChatGPT wrote it?β Multidisciplinary perspe</td>
<td>AI ethics framework</td>
<td>β</td>
<td>3416</td>
</tr>
<tr>
<td>5</td>
<td>The Foundation Model Transparency Index</td>
<td>AI ethics framework</td>
<td>β</td>
<td>41</td>
</tr>
<tr>
<td>6</td>
<td>Productive interactions: societal impact of academic ...</td>
<td>Academic societal impact</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>7</td>
<td>Productive interactions: societal impact of academic ...</td>
<td>Academic societal impact</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>8</td>
<td>Productive interactions: Societal impact of academic research in the k</td>
<td>Academic societal impact</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>9</td>
<td>Do Social Scientists Care if Their Research Has a Societal Impact? Res</td>
<td>Academic societal impact</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>10</td>
<td>The Impact of Academic Research on Societal Development</td>
<td>Free Essay E</td>
<td>Academic societal impact</td>
<td>β</td>
</tr>
<tr>
<td>11</td>
<td>Crises and entrepreneurial opportunities: Digital social innovation in</td>
<td>COVID-19 digital health</td>
<td>β</td>
<td>94</td>
</tr>
<tr>
<td>12</td>
<td>Multidisciplinary research priorities for the COVID-19 pandemic: a cal</td>
<td>COVID-19 digital health</td>
<td>β</td>
<td>6028</td>
</tr>
<tr>
<td>13</td>
<td><scp>COVID</scp>β19 and entrepreneurship: Future research directions</td>
<td>COVID-19 digital health</td>
<td>β</td>
<td>130</td>
</tr>
<tr>
<td>14</td>
<td>COVID-19 Digital Health Innovation Policy: A Portal to Alternative Fut</td>
<td>COVID-19 digital health</td>
<td>β</td>
<td>83</td>
</tr>
<tr>
<td>15</td>
<td>Tackling COVID-19 through Responsible AI Innovation: Five Steps in the</td>
<td>COVID-19 digital health</td>
<td>β</td>
<td>74</td>
</tr>
<tr>
<td>16</td>
<td>Mitigating and learning from the impact of COVIDβ19 infection on addic</td>
<td>COVID-19 digital health</td>
<td>β</td>
<td>239</td>
</tr>
<tr>
<td>17</td>
<td>A new framework for developing and evaluating complex interventions: u</td>
<td>Complex intervention framework</td>
<td>β</td>
<td>5610</td>
</tr>
<tr>
<td>18</td>
<td>A Holistic Review of CyberβPhysicalβSocial Systems: New Directions and</td>
<td>Cyber-physical-social systems</td>
<td>β</td>
<td>31</td>
</tr>
<tr>
<td>19</td>
<td>Proceedings of the ACM/IEEE Joint Conference on Digital Libraries in 2</td>
<td>Digital libraries conference</td>
<td>β</td>
<td>70</td>
</tr>
<tr>
<td>20</td>
<td>Mind the gap: The AURORAL ecosystem for the digital transformation of</td>
<td>Digital rural transformation</td>
<td>β</td>
<td>54</td>
</tr>
<tr>
<td>21</td>
<td>Tools Towards the Sustainability and Circularity of Data Centers</td>
<td>Digital rural transformation</td>
<td>β</td>
<td>56</td>
</tr>
<tr>
<td>22</td>
<td>The role of digital social innovations to address SDGs: A systematic r</td>
<td>Digital social innovation</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>23</td>
<td>Making the most of digital social innovation: An exploration into succ</td>
<td>Digital social innovation</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>24</td>
<td>Digital Social Innovation in Cities: A Systematic Literature Review an</td>
<td>Digital social innovation</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>25</td>
<td>[PDF] GROWING A DIGITAL SOCIAL INNOVATION ECOSYSTEM FOR ...</td>
<td>Digital social innovation</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>26</td>
<td>(PDF) The relationship between social innovation and digital economy a</td>
<td>Digital social innovation</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>27</td>
<td>Clarivate Report Demonstrates Societal Impact of Digital Health Resear</td>
<td>Digital social innovation</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>28</td>
<td>Clarivate report demonstrates societal impact of digital health resear</td>
<td>Digital social innovation</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>29</td>
<td>Clarivate Report Demonstrates Societal Impact of Digital Health Resear</td>
<td>Digital social innovation</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>30</td>
<td>Clarivate Report Demonstrates Societal Impact of Digital Health Resear</td>
<td>Digital social innovation</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>31</td>
<td>[2212.13840] The relationship between social innovation and digital ec</td>
<td>Digital social innovation</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>32</td>
<td>Clarivate Report Demonstrates Societal Impact of Digital Health Resear</td>
<td>Digital social innovation</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>33</td>
<td>Digital transformation: A multidisciplinary reflection and research ag</td>
<td>Digital social innovation</td>
<td>β</td>
<td>4402</td>
</tr>
<tr>
<td>34</td>
<td>Responsible Innovation: A Complementary View from Industry with Propos</td>
<td>Digital social innovation</td>
<td>β</td>
<td>81</td>
</tr>
<tr>
<td>35</td>
<td>Transforming Enterprise</td>
<td>Digital social innovation</td>
<td>β</td>
<td>107</td>
</tr>
<tr>
<td>36</td>
<td>The digital revolution β digital entrepreneurship and transformation i</td>
<td>Digital social innovation</td>
<td>β</td>
<td>58</td>
</tr>
<tr>
<td>37</td>
<td>Makersβ ambitions to do socially valuable things</td>
<td>Digital social innovation</td>
<td>β</td>
<td>25</td>
</tr>
<tr>
<td>38</td>
<td>Digital technology-enabled transformative consumer responsibilisation:</td>
<td>Digital social innovation</td>
<td>β</td>
<td>58</td>
</tr>
<tr>
<td>39</td>
<td>Sustainable through Digital β A Research Agenda for Digital Social ...</td>
<td>Digital social innovation</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>40</td>
<td>(PDF) The Role of Digital Technology in Scaling Social Innovations</td>
<td>Digital social innovation</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>41</td>
<td>Introduction to the special issue on βthe twin (digital and green) tra</td>
<td>Digital social innovation</td>
<td>β</td>
<td>73</td>
</tr>
<tr>
<td>42</td>
<td>Rethinking innovation through industry and society 5.0 paradigms: a mu</td>
<td>Digital social innovation</td>
<td>β</td>
<td>83</td>
</tr>
<tr>
<td>43</td>
<td>Digital transformation and social change: Leadership strategies for re</td>
<td>Digital social innovation</td>
<td>β</td>
<td>51</td>
</tr>
<tr>
<td>44</td>
<td>Driving social impact at the bottom of the Pyramid through the interne</td>
<td>Digital social innovation</td>
<td>β</td>
<td>40</td>
</tr>
<tr>
<td>45</td>
<td>Transforming Enterprise : The Economic and Social Implications of Info</td>
<td>Digital social innovation</td>
<td>β</td>
<td>78</td>
</tr>
<tr>
<td>46</td>
<td>The Making of Responsible Innovation and Technology: An Overview and F</td>
<td>Digital social innovation</td>
<td>β</td>
<td>55</td>
</tr>
<tr>
<td>47</td>
<td>Knowledge and Innovation</td>
<td>Digital social innovation</td>
<td>β</td>
<td>57</td>
</tr>
<tr>
<td>48</td>
<td>The environmental value and impact of the Maker movementβInsights from</td>
<td>Digital social innovation</td>
<td>β</td>
<td>48</td>
</tr>
<tr>
<td>49</td>
<td>Digital Social Innovation Research Papers - Academia.edu</td>
<td>Digital social innovation</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>50</td>
<td>Orchestrating distributed data governance in open social innovation</td>
<td>Digital social innovation</td>
<td>β</td>
<td>34</td>
</tr>
<tr>
<td>51</td>
<td>The growth of digital social innovation in Europe. An Open Design appr</td>
<td>Digital social innovation</td>
<td>β</td>
<td>30</td>
</tr>
<tr>
<td>52</td>
<td>Digital Transformation and Innovation: The Influence of Digital Techno</td>
<td>Digital social innovation</td>
<td>β</td>
<td>107</td>
</tr>
<tr>
<td>53</td>
<td>AI-Enabled Innovation in the Public Sector: A Framework for Digital Go</td>
<td>Digital social innovation</td>
<td>β</td>
<td>16</td>
</tr>
<tr>
<td>54</td>
<td>The relationship between ESG ratings and digital technological innovat</td>
<td>ESG and digital innovation</td>
<td>β</td>
<td>24</td>
</tr>
<tr>
<td>55</td>
<td>Researching for Desirable Futures: From Real Utopias to Imagining Alte</td>
<td>Future socioeconomic pathways</td>
<td>β</td>
<td>235</td>
</tr>
<tr>
<td>56</td>
<td>The roads ahead: Narratives for shared socioeconomic pathways describi</td>
<td>Future socioeconomic pathways</td>
<td>β</td>
<td>3235</td>
</tr>
<tr>
<td>57</td>
<td>Four cultures: new synergies for engaging society on climate change</td>
<td>Future socioeconomic pathways</td>
<td>β</td>
<td>90</td>
</tr>
<tr>
<td>58</td>
<td>Health literacy and public health: A systematic review and integration</td>
<td>Health literacy review</td>
<td>β</td>
<td>5861</td>
</tr>
<tr>
<td>59</td>
<td>Can profit and sustainability goals co-exist? New business models for</td>
<td>Hybrid business models</td>
<td>β</td>
<td>163</td>
</tr>
<tr>
<td>60</td>
<td>How does entrepreneurial orientation and SDG orientation of CEOs evolv</td>
<td>Hybrid business models</td>
<td>β</td>
<td>51</td>
</tr>
<tr>
<td>61</td>
<td>Entrepreneurship in the sharing economy: A review of business models a</td>
<td>Hybrid business models</td>
<td>β</td>
<td>24</td>
</tr>
<tr>
<td>62</td>
<td>Progress in information technology and tourism management: 20 years on</td>
<td>IT in tourism management</td>
<td>β</td>
<td>3629</td>
</tr>
<tr>
<td>63</td>
<td>The Impact of AI and Reciprocal Symmetry on Organizational Culture and</td>
<td>IT in tourism management</td>
<td>β</td>
<td>41</td>
</tr>
<tr>
<td>64</td>
<td>Recommendation Engines</td>
<td>Recommendation engines</td>
<td>β</td>
<td>55</td>
</tr>
<tr>
<td>65</td>
<td>A Brief History of Video Games</td>
<td>Topic 14</td>
<td>β</td>
<td>44</td>
</tr>
<tr>
<td>66</td>
<td>Making sure you're not a bot!</td>
<td>Topic 15</td>
<td>β</td>
<td>0</td>
</tr>
<tr>
<td>67</td>
<td>Functional, symbolic and societal frames for automobility: Implication</td>
<td>Topic 16</td>
<td>β</td>
<td>136</td>
</tr>
<tr>
<td>68</td>
<td>An agenda for sustainability transitions research: State of the art an</td>
<td>Topic 16</td>
<td>β</td>
<td>2589</td>
</tr>
</tbody>
</table>
<hr />
<p><em>Report generated by SPJIMR Corpus Analysis Pipeline β 2026-05-29 20:41</em></p>
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