Generated: 29 May 2026, 20:41 IST Session ID: 13 Total Papers Analyzed: 63 Themes Identified: 22
This report presents the findings of a systematic thematic analysis conducted on a corpus of 63 academic papers. Using SPECTRE2 embeddings and DBSCAN clustering, the analysis identified 22 distinct thematic clusters.
| Methodology Type | Count | Percentage |
|---|---|---|
| None | 63 | 100.0% |
| # | Theme | Papers | Cohesion Score | Keywords |
|---|---|---|---|---|
| 1 | Digital Social Innovation | 26 | N/A | — |
| 2 | Academic Research Impact | 5 | N/A | — |
| 3 | COVID-19 Digital Health | 4 | N/A | — |
| 4 | AI in Healthcare | 3 | N/A | — |
| 5 | Farmer Attitude to ICT | 3 | N/A | — |
| 6 | Health and Gamification | 2 | N/A | — |
| 7 | Informality and CSR | 2 | N/A | — |
| 8 | LLMs and Decision Support | 2 | N/A | — |
| 9 | Political Economy | 2 | N/A | — |
| 10 | Co-creation in Rural Development | 2 | N/A | — |
| 11 | Web 2.0 in Education | 1 | N/A | — |
| 12 | Digital Privacy in Ukraine | 1 | N/A | — |
| 13 | EduTubers on Instagram | 1 | N/A | — |
| 14 | Digital Disorientation | 1 | N/A | — |
| 15 | Digitalization and CO2 | 1 | N/A | — |
| 16 | Soft Skills in Journals | 1 | N/A | — |
| 17 | IoT Vision | 1 | N/A | — |
| 18 | Autonomous Vehicles | 1 | N/A | — |
| 19 | NFTs and Identity | 1 | N/A | — |
| 20 | Bot Protection | 1 | N/A | — |
| 21 | Globalization and Sovereignty | 1 | N/A | — |
| 22 | AI Workforce Narratives | 1 | N/A | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Fashion 4.0. Innovating fashion industry through digital transformation | Paola Bertola, José Teunissen | Research Journal of Textile and Apparel | — |
| Making the most of digital social innovation: An exploration into success factor | N/A | N/A | — |
| [PDF] GROWING A DIGITAL SOCIAL INNOVATION ECOSYSTEM FOR ... | N/A | N/A | — |
| Phygital technologies and environments for breakthrough innovation in customers' | Pasquale Del Vecchio, Giustina Secundo, Antonello | Technological Forecasting and Social Cha | — |
| DIGITAL ECONOMY AND A NEW PARADIGM OF THE LABOR MARKET | E. Sadovaya | World Economy and International Relation | — |
| The relationship between social innovation and digital economy and society | Szabolcs Nagy, Mariann Veresné Somosi | Regional Statistics | — |
| The Making of Responsible Innovation and Technology: An Overview and Framework | Wenda Li, Tan Yiğitcanlar, Will N. Browne, Alireza | Smart Cities | — |
| Digital Social Change → Academic | N/A | N/A | — |
| [PDF] Digital technology in social innovation | N/A | N/A | — |
| The role of digital social innovations to address SDGs: A systematic review - Pu | N/A | N/A | — |
| ... and 16 more |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Productive interactions: Societal impact of academic research in the knowledge s | N/A | N/A | — |
| The Impact of Academic Research on Societal Development | Free Essay Example for | N/A | N/A |
| The Unseen Impact of Academic Research on Society | N/A | N/A | — |
| Research: Path to Knowledge, Innovation & Academic Growth | Garhwal Post | N/A | N/A |
| Social capital | Partha Dasgupta, Ismaïl Serageldin | The World Bank eBooks | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| COVID-19 Digital Health Innovation Policy: A Portal to Alternative Futures in th | Mustafa Bayram, Simon Springer, Colin Garvey, Vura | OMICS A Journal of Integrative Biology | — |
| What has changed? The Impact of Covid Pandemic on the Technology and Innovation | Gerard George, Karim R. Lakhani, Phanish Puranam | Journal of Management Studies | — |
| Connecting Through Technology During the Coronavirus Disease 2019 Pandemic: Avoi | Brenda K. Wiederhold | Cyberpsychology Behavior and Social Netw | — |
| COVID‐19 and Management Education: Reflections on Challenges, Opportunities, and | Stephen Brammer, Timothy Clark | British Journal of Management | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Impacts of artificial intelligence on healthcare business models and outcomes | Muhammad Kakale M. | Journal of Health Organization and Manag | — |
| (PDF) Research Paper: The Evolution of Artificial Intelligence and Its Impact on | N/A | N/A | — |
| From Intelligence to Trust: Evaluating AI-Powered Service Quality for User Satis | Abdellatief M. | Statistics Optimization and Information | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Scale to Measure Farmers’ Attitude towards ICT-Based Agro-Advisory Services | Paliwal H. | Indian Journal of Extension Education | — |
| Development and Validation of AgTech-Enabled Market Access Scale for Hi-Tech Agr | Sownthariya S. | Indian Journal of Extension Education | — |
| Charting the Digital Frontier: A Comprehensive Bibliometric Analysis of E-Agricu | Boshnjaku A. | International Journal of Innovative Tech | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Unlocking health participation: enhancing customer experiences in public health | Alzahrani M.S.J. | Journal of Service Theory and Practice | — |
| Driving green food consumption values: the impact of gamified branded apps on co | La Ragione G. | British Food Journal | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Online disclosure of corporate social responsibility in the Spanish wine sector: | Bernal-Jurado E. | British Food Journal | — |
| Informality | Guillermo Perry, Omar Arias, Pablo Fajnzylber, Wil | The World Bank eBooks | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Leadership architectures for digital innovation: extending upper echelons theory | Bonelli M.I. | Journal of Organizational Change Managem | — |
| Integrating large language models with industrial simulation for multi-level dec | Cimino A. | European Journal of Innovation Managemen | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Financial Development and Economic Growth: Views and Agenda | Ross Levine | World Bank policy research working paper | — |
| The Political Economy of Democratic Decentralization | James Manor | The World Bank eBooks | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Co-creation in primary healthcare: a qualitative study of collaboration between | Teig I.L. | Journal of Health Organization and Manag | — |
| Key factors driving the co-creation of collaborative improvement and innovation | Östberg L. | Journal of Service Theory and Practice | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Review of Learning 2.0 Practices: Study on the Impact of Web 2.0 Innovations on | Christine Redecker | RePEc: Research Papers in Economics | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Regulating Digital Privacy and Surveillance in Ukraine: Legal Gaps and Harmoniza | Demydova L. | International Journal of Law and Society | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| The identity of eduTubers projected on Instagram | Pasquel-López C. | Revista Latina De Comunicacion Social | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Decoding digital disorientation: a conceptual framework for library engagement w | Carlsson N.F. | Journal of Documentation | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Is digitalization leading to CO2 emission cutting? | Emous R.v. | Journal of Economic Studies | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Soft Skills in Editorial and Communicational Management of Scientific Journals | Estrada J.M.C. | Revista Latina De Comunicacion Social | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Internet of Things (IoT): A vision, architectural elements, and future direction | Jayavardhana Gubbi, Rajkumar Buyya, Slaven Marusic | Future Generation Computer Systems | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Connected and Automated Vehicles: Infrastructure, Applications, Security, Critic | Memoona Sadaf, Zafar Iqbal, Abdul Rehman Javed, Ir | Technologies | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| To be or to want to be: how followers engage with NFTs, their communities and ho | Nevi G. | European Journal of Marketing | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Making sure you're not a bot! | N/A | N/A | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Globalisation and its impact on the state legal order: challenges to state sover | Kahraman B. | Clio Revista De Historia Ciencias Humana | — |
Key Findings / Representative Excerpts:
Representative Papers:
| Title | Authors | Journal | Type |
|---|---|---|---|
| Tracking Topic Drift in AI and Workforce Narratives on Reddit: A Longitudinal Vi | Baholli I. | International Journal of Innovative Tech | — |
These themes have fewer than 4 papers, indicating potential research gaps:
| # | Title | Theme | Type | Citations |
|---|---|---|---|---|
| 1 | Tracking Topic Drift in AI and Workforce Narratives on Reddit: A Longi | AI Workforce Narratives | — | 0 |
| 2 | Impacts of artificial intelligence on healthcare business models and o | AI in Healthcare | — | 0 |
| 3 | (PDF) Research Paper: The Evolution of Artificial Intelligence and Its | AI in Healthcare | — | 0 |
| 4 | From Intelligence to Trust: Evaluating AI-Powered Service Quality for | AI in Healthcare | — | 0 |
| 5 | Productive interactions: Societal impact of academic research in the k | Academic Research Impact | — | 0 |
| 6 | The Impact of Academic Research on Societal Development | Free Essay E | Academic Research Impact | — |
| 7 | The Unseen Impact of Academic Research on Society | Academic Research Impact | — | 0 |
| 8 | Research: Path to Knowledge, Innovation & Academic Growth | Garhwal Po | Academic Research Impact | — |
| 9 | Social capital | Academic Research Impact | — | 285 |
| 10 | Connected and Automated Vehicles: Infrastructure, Applications, Securi | Autonomous Vehicles | — | 148 |
| 11 | Making sure you're not a bot! | Bot Protection | — | 0 |
| 12 | COVID-19 Digital Health Innovation Policy: A Portal to Alternative Fut | COVID-19 Digital Health | — | 83 |
| 13 | What has changed? The Impact of Covid Pandemic on the Technology and I | COVID-19 Digital Health | — | 208 |
| 14 | Connecting Through Technology During the Coronavirus Disease 2019 Pand | COVID-19 Digital Health | — | 497 |
| 15 | COVID‐19 and Management Education: Reflections on Challenges, Opportun | COVID-19 Digital Health | — | 283 |
| 16 | Co-creation in primary healthcare: a qualitative study of collaboratio | Co-creation in Rural Development | — | 0 |
| 17 | Key factors driving the co-creation of collaborative improvement and i | Co-creation in Rural Development | — | 0 |
| 18 | Decoding digital disorientation: a conceptual framework for library en | Digital Disorientation | — | 0 |
| 19 | Regulating Digital Privacy and Surveillance in Ukraine: Legal Gaps and | Digital Privacy in Ukraine | — | 0 |
| 20 | Fashion 4.0. Innovating fashion industry through digital transformatio | Digital Social Innovation | — | 305 |
| 21 | Making the most of digital social innovation: An exploration into succ | Digital Social Innovation | — | 0 |
| 22 | [PDF] GROWING A DIGITAL SOCIAL INNOVATION ECOSYSTEM FOR ... | Digital Social Innovation | — | 0 |
| 23 | Phygital technologies and environments for breakthrough innovation in | Digital Social Innovation | — | 91 |
| 24 | DIGITAL ECONOMY AND A NEW PARADIGM OF THE LABOR MARKET | Digital Social Innovation | — | 87 |
| 25 | The relationship between social innovation and digital economy and soc | Digital Social Innovation | — | 34 |
| 26 | The Making of Responsible Innovation and Technology: An Overview and F | Digital Social Innovation | — | 55 |
| 27 | Digital Social Change → Academic | Digital Social Innovation | — | 0 |
| 28 | [PDF] Digital technology in social innovation | Digital Social Innovation | — | 0 |
| 29 | The role of digital social innovations to address SDGs: A systematic r | Digital Social Innovation | — | 0 |
| 30 | The Impact of Social Media on Society in Various Ways | Digital Social Innovation | — | 0 |
| 31 | Research Paper 6 Digital Society | Digital Social Innovation | — | |
| 32 | Virtual interactive innovations applied for digital urban transformati | Digital Social Innovation | — | 98 |
| 33 | Conceptualizing Digital Transformation in Business Organizations: A Sy | Digital Social Innovation | — | 407 |
| 34 | THE IMPACT OF DIGITALIZATION ON VALUE ORIENTATIONS CHANGES IN THE MODE | Digital Social Innovation | — | 26 |
| 35 | The Impact of ICT on Public and Private Sectors in Lithuania | Digital Social Innovation | — | 67 |
| 36 | Exploring the microfoundations of digital transformation maturity: a f | Digital Social Innovation | — | 0 |
| 37 | Examining digital platform resilience: a social–ecological systems app | Digital Social Innovation | — | 0 |
| 38 | Making the most of digital social innovation: An exploration into succ | Digital Social Innovation | — | 0 |
| 39 | Industry 4.0 digital technologies enhancing sustainability: Applicatio | Digital Social Innovation | — | 146 |
| 40 | (PDF) Research Progress of Digital Social Innovation - ResearchGate | Digital Social Innovation | — | 0 |
| 41 | Adaptive Social Innovation Derived from Digital Economy and Its Impact | Digital Social Innovation | — | 19 |
| 42 | Organizational identity meets digital transformation: understanding th | Digital Social Innovation | — | 0 |
| 43 | Design Thinking for Social Innovation | Digital Social Innovation | — | 1411 |
| 44 | A capability hierarchy for building resilience in multi-actor agri-foo | Digital Social Innovation | — | 0 |
| 45 | Digital economy structuring for sustainable development: the role of b | Digital Social Innovation | — | 112 |
| 46 | Is digitalization leading to CO2 emission cutting? | Digitalization and CO2 | — | 0 |
| 47 | The identity of eduTubers projected on Instagram | EduTubers on Instagram | — | 0 |
| 48 | Scale to Measure Farmers’ Attitude towards ICT-Based Agro-Advisory Ser | Farmer Attitude to ICT | — | 0 |
| 49 | Development and Validation of AgTech-Enabled Market Access Scale for H | Farmer Attitude to ICT | — | 0 |
| 50 | Charting the Digital Frontier: A Comprehensive Bibliometric Analysis o | Farmer Attitude to ICT | — | 1 |
| 51 | Globalisation and its impact on the state legal order: challenges to s | Globalization and Sovereignty | — | 0 |
| 52 | Unlocking health participation: enhancing customer experiences in publ | Health and Gamification | — | 0 |
| 53 | Driving green food consumption values: the impact of gamified branded | Health and Gamification | — | 0 |
| 54 | Online disclosure of corporate social responsibility in the Spanish wi | Informality and CSR | — | 0 |
| 55 | Informality | Informality and CSR | — | 788 |
| 56 | Internet of Things (IoT): A vision, architectural elements, and future | IoT Vision | — | 11829 |
| 57 | Leadership architectures for digital innovation: extending upper echel | LLMs and Decision Support | — | 0 |
| 58 | Integrating large language models with industrial simulation for multi | LLMs and Decision Support | — | 0 |
| 59 | To be or to want to be: how followers engage with NFTs, their communit | NFTs and Identity | — | 0 |
| 60 | Financial Development and Economic Growth: Views and Agenda | Political Economy | — | 3035 |
| 61 | The Political Economy of Democratic Decentralization | Political Economy | — | 953 |
| 62 | Soft Skills in Editorial and Communicational Management of Scientific | Soft Skills in Journals | — | 0 |
| 63 | Review of Learning 2.0 Practices: Study on the Impact of Web 2.0 Innov | Web 2.0 in Education | — | 111 |
Report generated by SPJIMR Corpus Analysis Pipeline — 2026-05-29 20:41