The use of Artificial Intelligence in healthcare to promote sustainable development goals: abibliometric review and a future research and policy agenda

Authors

  • Alberto Cavazza Università Bicocca di Milano
  • Ginevra Degregori University of Turin
  • Francesca Dal Mas Ca’ Foscari School for International Education (CFSIE)
  • Stefano Campostrini Università Ca' Foscari - Dipartimento di Economia

Keywords:

artificial intelligence, healthcare, sdg

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References

Abubakar, A. M., Elrehail, H., Alatailat, M. A., & Elçi, A. (2019). Knowledge management, decision-making style and organizational performance. Journal of Innovation & Knowledge, 4(2), 104–114. https://doi.org/10.1016/j.jik.2017.07.003

Aceto, G., Persico, V., & Pescapé, A. (2020). Industry 4.0 and Health: Internet of Things, Big Data, and Cloud Computing for Healthcare 4.0. Journal of Industrial Information Integration, 18, 100129. https://doi.org/10.1016/j.jii.2020.100129

Alavi, M., & Leidner, D. E. (2001). Review: Knowledge Management and Knowledge Management Systems: Conceptual Foundations and Research Issues. MIS Quarterly, 25(1), 107–136. https://doi.org/10.2307/3250961

APJAltery. (2021, settembre 19). Vaccination in Singapore: Public good vs personal choice. The Business Times. https://www.businesstimes.com.sg/views-from-the-top/vaccination-in-singapore-public-good-vs-personal-choice

Barbieri, C., Neri, L., Stuard, S., Mari, F., & Martín-Guerrero, J. D. (2023). From electronic health records to clinical management systems: How the digital transformation can support healthcare services. Clinical Kidney Journal, 16(11), 1878–1884. https://doi.org/10.1093/ckj/sfad168

Becker, D., van Breda, W., Funk, B., Hoogendoorn, M., Ruwaard, J., & Riper, H. (2018). Predictive modeling in e-mental health: A common language framework. Internet Interventions, 12, 57–67. https://doi.org/10.1016/j.invent.2018.03.002

Benzidia, S., Makaoui, N., & Bentahar, O. (2021). The impact of big data analytics and artificial intelligence on green supply chain process integration and hospital environmental performance. Technological Forecasting and Social Change, 165, 120557. https://doi.org/10.1016/j.techfore.2020.120557

Björkdahl, J., Holgersson, M., & Teece, D. J. (2024). Digital Platform Grafting: Strategies for Entering Established Ecosystems. California Management Review, 66(3), 27–46. https://doi.org/10.1177/00081256241238453

Bose, R. (2003). Knowledge management-enabled health care management systems: Capabilities, infrastructure, and decision-support. Expert Systems with Applications, 24(1), 59–71. https://doi.org/10.1016/S0957-4174(02)00083-0

Brehmer, M., Podoynitsyna, K., & Langerak, F. (2018). Sustainable business models as boundary-spanning systems of value transfers. Journal of Cleaner Production, 172, 4514–4531. https://doi.org/10.1016/j.jclepro.2017.11.083

Cagliano, A. C., Grimaldi, S., & Rafele, C. (2011). A systemic methodology for risk management in healthcare sector. Safety Science, 49(5), 695–708. https://doi.org/10.1016/j.ssci.2011.01.006

Caserta, M., & Romero, A. G. (2024). A novel approach to forecast surgery durations using machine learning techniques. Health Care Management Science, 27(3), 313–327. https://doi.org/10.1007/s10729-024-09681-8

Choy, K. L. T., Siu, K. Y. P., Ho, T. S. G., Wu, C. H., Lam, H. Y., Tang, V., & Tsang, Y. P. (2018). An intelligent case-based knowledge management system for quality improvement in nursing homes. VINE Journal of Information and Knowledge Management Systems, 48(1), 103–121. https://doi.org/10.1108/VJIKMS-01-2017-0001

Clément, A., Robinot, É., & Trespeuch, L. (2023). The use of ESG scores in academic literature: A systematic literature review. Journal of Enterprising Communities: People and Places in the Global Economy, 19(1), 92–110. https://doi.org/10.1108/JEC-10-2022-0147

Cook, L., LaVan, H., & Zilic, I. (2018). An exploratory analysis of corporate social responsibility reporting in US pharmaceutical companies. Journal of Communication Management, 22(2), 197–211. https://doi.org/10.1108/JCOM-02-2017-0020

Dabla, P. K., Gruson, D., Gouget, B., Bernardini, S., & Homsak, E. (2021). Lessons Learned from the COVID-19 Pandemic: Emphasizing the Emerging Role and Perspectives from Artificial Intelligence, Mobile Health, and Digital Laboratory Medicine. EJIFCC, 32(2), 224–243.

du Plessis, M. (2007). The role of knowledge management in innovation. Journal of Knowledge Management, 11(4), 20–29. https://doi.org/10.1108/13673270710762684

Falagas, M. E., Pitsouni, E. I., Malietzis, G. A., & Pappas, G. (2008). Comparison of PubMed, Scopus, Web of Science, and Google Scholar: Strengths and weaknesses. The FASEB Journal, 22(2), 338–342. https://doi.org/10.1096/fj.07-9492LSF

Furrer, O., Kerguignas, J. Y., Delcourt, C., & Gremler, D. D. (2020). Twenty-seven years of service research: A literature review and research agenda. Journal of Services Marketing, 34(3), 299–316. https://doi.org/10.1108/JSM-02-2019-0078

G7 UHC Plan. (2023). G7 Hiroshima Leaders’ Communiqué. Consilium. https://www.consilium.europa.eu/en/press/press-releases/2023/05/20/g7-hiroshima-leaders-communique/

Gangl, C., & Krychtiuk, K. (2023). Digital health—High tech or high touch? Wiener Medizinische Wochenschrift, 173(5), 115–124. https://doi.org/10.1007/s10354-022-00991-6

Gaviria-Marin, M., Merigo, J. M., & Popa, S. (2018). Twenty years of the Journal of Knowledge Management: A bibliometric analysis. Journal of Knowledge Management, 22(8), 1655–1687. https://doi.org/10.1108/JKM-10-2017-0497

Gleißner, W., Günther, T., & Walkshäusl, C. (2022). Financial sustainability: Measurement and empirical evidence. Journal of Business Economics, 92(3), 467–516. https://doi.org/10.1007/s11573-022-01081-0

Guo, Y., Hao, Z., Zhao, S., Gong, J., & Yang, F. (2020). Artificial Intelligence in Health Care: Bibliometric Analysis. Journal of Medical Internet Research, 22(7), e18228. https://doi.org/10.2196/18228

Hajian, A., Daneshgar, S., Sadeghi R., K., Ojha, D., & Katiyar, G. (2024). From theory to practice: Empirical perspectives on the metaverse’s potential. Technological Forecasting and Social Change, 201, 123224. https://doi.org/10.1016/j.techfore.2024.123224

Halbusi, H. A., Soto-Acosta, P., Popa, S., & Hassani, A. (2024). The Role of Green Digital Learning Orientation and Big Data Analytics in the Green Innovation–Sustainable Performance Relationship. IEEE Transactions on Engineering Management, 71, 12886–12896. IEEE Transactions on Engineering Management. https://doi.org/10.1109/TEM.2023.3277078

Holmner, Å., Rocklöv, J., Ng, N., & Nilsson, M. (2012). Climate change and eHealth: A promising strategy for health sector mitigation and adaptation. Global Health Action, 5(1), 18428. https://doi.org/10.3402/gha.v5i0.18428

Hsieh, H.-F., & Shannon, S. E. (2005). Three Approaches to Qualitative Content Analysis. Qualitative Health Research, 15(9), 1277–1288. https://doi.org/10.1177/1049732305276687

Infratil. (2024). Climate change is more than just an environmental issue. It’s a pressing economic and social challenge for communities. SUSTAINABLE BUSINESS.

Jabbour, A. B. L. de S., Frascareli, F. C. de O., & Jabbour, C. J. C. (2015). Green supply chain management and firms’ performance: Understanding potential relationships and the role of green sourcing and some other green practices. Resources, Conservation and Recycling, 104, 366–374. https://doi.org/10.1016/j.resconrec.2015.07.017

Jarrahi, M. H., Askay, D., Eshraghi, A., & Smith, P. (2023). Artificial intelligence and knowledge management: A partnership between human and AI. Business Horizons, 66(1), 87–99. https://doi.org/10.1016/j.bushor.2022.03.002

Jarrar, W., Barrena, J., Foncubierta, M. J., & Hyari, H. A.-. (2024). Working Towards Mitigating New Risks in the Digital Era: The Role of Human Resource Management in the Achievement of Sustainable Development Goals (SDGs). Al-Balqa Journal for Research and Studies, 27(SE), Articolo SE. https://doi.org/10.35875/mfds8585

Karamitri, I., Talias, M. A., & Bellali, T. (2017). Knowledge management practices in healthcare settings: A systematic review. The International Journal of Health Planning and Management, 32(1), 4–18. https://doi.org/10.1002/hpm.2303

Kenvue. (2024). Kenvue’s general manager for Portugal: "We want to strengthen our presence in the country". ContentEngine Noticias Financieras (English), NA-NA.

Koebe, P. (2025). How digital technologies and AI contribute to achieving the health-related SDGs. International Journal of Information Management Data Insights, 5(1), 100298. https://doi.org/10.1016/j.jjimei.2024.100298

Koebe, P., & Bohnet-Joschko, S. (2023). The Impact of Digital Transformation on Inpatient Care: Mixed Methods Study. JMIR Public Health and Surveillance, 9(1), e40622. https://doi.org/10.2196/40622

Kraus, S., Schiavone, F., Pluzhnikova, A., & Invernizzi, A. C. (2021). Digital transformation in healthcare: Analyzing the current state-of-research. Journal of Business Research, 123, 557–567. https://doi.org/10.1016/j.jbusres.2020.10.030

Krippendorff, K. (2018). Content Analysis: An Introduction to Its Methodology. SAGE Publications.

Lazarus, M. D., Truong, M., Douglas, P., & Selwyn, N. (2024). Artificial intelligence and clinical anatomical education: Promises and perils. Anatomical Sciences Education, 17(2), 249–262. https://doi.org/10.1002/ase.2221

Leung, T. C. H., & You, C. S.-X. (2023). ESG Application in Sustainable Development of the Healthcare Industry. In T. C. H. Leung, W.-K. Chiu, C. S.-X. You, & B. Y. F. Fong (A c. Di), Environmental, Social and Governance and Sustainable Development in Healthcare (pp. 47–64). Springer Nature. https://doi.org/10.1007/978-981-99-1564-4_4

Lucas, H. C., & Goh, J. M. (2009). Disruptive technology: How Kodak missed the digital photography revolution. The Journal of Strategic Information Systems, 18(1), 46–55. https://doi.org/10.1016/j.jsis.2009.01.002

Luxton, D. D., Anderson, S. L., & Anderson, M. (2016). Chapter 11—Ethical Issues and Artificial Intelligence Technologies in Behavioral and Mental Health Care. In D. D. Luxton (A c. Di), Artificial Intelligence in Behavioral and Mental Health Care (pp. 255–276). Academic Press. https://doi.org/10.1016/B978-0-12-420248-1.00011-8

Marimuthu, M., & Paulose, H. (2016). Emergence of Sustainability Based Approaches in Healthcare: Expanding Research and Practice. Procedia - Social and Behavioral Sciences, 224, 554–561. https://doi.org/10.1016/j.sbspro.2016.05.437

Massaro, M., Dumay, J., & Guthrie, J. (2016). On the shoulders of giants: Undertaking a structured literature review in accounting. Accounting, Auditing & Accountability Journal, 29(5), 767–801. https://doi.org/10.1108/AAAJ-01-2015-1939

Medtronic. (2024, agosto 20). Medtronic growth restrained as some business plans remain in limbo. https://www.startribune.com/medtronic-growth-restrained-as-some-business-plans-limbo/601125136

Meinert, E., Milne-Ives, M., Surodina, S., & Lam, C. (2020). Agile Requirements Engineering and Software Planning for a Digital Health Platform to Engage the Effects of Isolation Caused by Social Distancing: Case Study. JMIR Public Health and Surveillance, 6(2), e19297. https://doi.org/10.2196/19297

Merali, Y. (2000). Individual and collective congruence in the knowledge management process. The Journal of Strategic Information Systems, 9(2), 213–234. https://doi.org/10.1016/S0963-8687(00)00044-5

Miles, M. B., Huberman, A. M., & Saldana, J. (2014). Qualitative Data Analysis: A Methods Sourcebook. Third Edition. In SAGE Publications Ltd (CA). SAGE Publications.

Mittelstadt, B. D., & Floridi, L. (2016). The Ethics of Big Data: Current and Foreseeable Issues in Biomedical Contexts. In B. D. Mittelstadt & L. Floridi (A c. Di), The Ethics of Biomedical Big Data (pp. 445–480). Springer International Publishing. https://doi.org/10.1007/978-3-319-33525-4_19

Morioka, S. N., Bolis, I., Evans, S., & Carvalho, M. M. (2017). Transforming sustainability challenges into competitive advantage: Multiple case studies kaleidoscope converging into sustainable business models. Journal of Cleaner Production, 167, 723–738. https://doi.org/10.1016/j.jclepro.2017.08.118

Mosca, I., Van Der Wees, P. J., Mot, E. S., Wammes, J. J. G., & Jeurissen, P. P. T. (2017). Sustainability of Long-term Care: Puzzling Tasks Ahead for Policy-Makers. International Journal of Health Policy and Management, 6(4), 195–205. https://doi.org/10.15171/ijhpm.2016.109

Mwase, N. S., Patrick, S. M., Wolvaardt, J., Van Wyk, M., Junger, W., & Wichmann, J. (2023). Public health practice and artificial intelligence: Views of future professionals. Journal of Public Health. https://doi.org/10.1007/s10389-023-02127-5

Nunes, A. R., Lee, K., & O’Riordan, T. (2016). The importance of an integrating framework for achieving the Sustainable Development Goals: The example of health and well-being. BMJ Global Health, 1(3). https://doi.org/10.1136/bmjgh-2016-000068

O’Leary, D. E. (1998). Knowledge-Management Systems: Converting and Connecting. IEEE Intelligent Systems and their Applications, 13(3), 30–33. IEEE Intelligent Systems and their Applications. https://doi.org/10.1109/MIS.1998.683179

Olu, O., Muneene, D., Bataringaya, J. E., Nahimana, M.-R., Ba, H., Turgeon, Y., Karamagi, H. C., & Dovlo, D. (2019). How Can Digital Health Technologies Contribute to Sustainable Attainment of Universal Health Coverage in Africa? A Perspective. Frontiers in Public Health, 7. https://doi.org/10.3389/fpubh.2019.00341

Panch, T., Szolovits, P., & Atun, R. (2018). Artificial intelligence, machine learning and health systems. Journal of Global Health, 8(2), 020303. https://doi.org/10.7189/jogh.08.020303

Pappa, S., Ntella, V., Giannakas, T., Giannakoulis, V. G., Papoutsi, E., & Katsaounou, P. (2020). Prevalence of depression, anxiety, and insomnia among healthcare workers during the COVID-19 pandemic: A systematic review and meta-analysis. Brain, Behavior, and Immunity, 88, 901–907. https://doi.org/10.1016/j.bbi.2020.05.026

Rainey, C., Villikudathil, A. T., McConnell, J., Hughes, C., Bond, R., & McFadden, S. (2023). An experimental machine learning study investigating the decision-making process of students and qualified radiographers when interpreting radiographic images. PLOS Digital Health, 2(10), e0000229. https://doi.org/10.1371/journal.pdig.0000229

Rajan, S., Ricciardi, W., & McKee, M. (2020). The SDGs and health systems: The last step on the long and unfinished journey to universal health care? European Journal of Public Health, 30(Supplement_1), i28–i31. https://doi.org/10.1093/eurpub/ckaa035

Rajkomar, A., Oren, E., Chen, K., Dai, A. M., Hajaj, N., Hardt, M., Liu, P. J., Liu, X., Marcus, J., Sun, M., Sundberg, P., Yee, H., Zhang, K., Zhang, Y., Flores, G., Duggan, G. E., Irvine, J., Le, Q., Litsch, K., … Dean, J. (2018). Scalable and accurate deep learning with electronic health records. Npj Digital Medicine, 1(1), 18. https://doi.org/10.1038/s41746-018-0029-1

Robert, K. W., Parris, T. M., & Leiserowitz, A. A. (2005). What is Sustainable Development? Goals, Indicators, Values, and Practice. Environment: Science and Policy for Sustainable Development. https://www.tandfonline.com/doi/abs/10.1080/00139157.2005.10524444

Rogers, S. H., Gardner, K. H., & Carlson, C. H. (2013). Social Capital and Walkability as Social Aspects of Sustainability. Sustainability, 5(8), Articolo 8. https://doi.org/10.3390/su5083473

Rosa, P., Sassanelli, C., Urbinati, A., Chiaroni, D., & Terzi, S. (2020). Assessing relations between Circular Economy and Industry 4.0: A systematic literature review. International Journal of Production Research. https://www.tandfonline.com/doi/abs/10.1080/00207543.2019.1680896

Rubeis, G. (2022). iHealth: The ethics of artificial intelligence and big data in mental healthcare. Internet Interventions, 28, 100518. https://doi.org/10.1016/j.invent.2022.100518

Sepetis, A., Rizos, F., Pierrakos, G., Karanikas, H., & Schallmo, D. (2024). A Sustainable Model for Healthcare Systems: The Innovative Approach of ESG and Digital Transformation. Healthcare, 12(2), Articolo 2. https://doi.org/10.3390/healthcare12020156

Shiok Meats. (2023, aprile 22). Investing, the family office way. The Straits Times. https://www.straitstimes.com/business/invest/investing-the-family-office-way

Sorin, V., Brin, D., Barash, Y., Konen, E., Charney, A., Nadkarni, G., & Klang, E. (2024). Large Language Models and Empathy: Systematic Review. Journal of Medical Internet Research, 26(1), e52597. https://doi.org/10.2196/52597

Sotiriadou, P., Brouwers, J., & Le, T.-A. (2014). Choosing a qualitative data analysis tool: A comparison of NVivo and Leximancer. Annals of Leisure Research, 17(2), 218–234. https://doi.org/10.1080/11745398.2014.902292

Sparviero, S., & Ragnedda, M. (2021). Towards digital sustainability: The long journey to the sustainable development goals 2030. Digital Policy, Regulation and Governance, 23(3), 216–228. https://doi.org/10.1108/DPRG-01-2021-0015

Spectrum.Life. (2023, dicembre 31). Ireland’s business leaders predict what’s coming in 2024. https://www.thetimes.com/world/ireland-world/article/electric-dreams-of-the-future-g7gbxmfxk

Stony Brook Medicine. (2025, gennaio 3). Long Island leaders reveal their predictions for the year ahead | Long Island Business News. https://libn.com/2025/01/03/long-island-leaders-reveal-their-predictions-for-2025/

Taherdoost, H., & Madanchian, M. (2023). Artificial Intelligence and Knowledge Management: Impacts, Benefits, and Implementation. Computers, 12(4), Articolo 4. https://doi.org/10.3390/computers12040072

Thantilage, R. D., Le-Khac, N.-A., & Kechadi, M.-T. (2023). Healthcare data security and privacy in Data Warehouse architectures. Informatics in Medicine Unlocked, 39, 101270. https://doi.org/10.1016/j.imu.2023.101270

The Hindu. (2023, febbraio 1). Stage set for sustainable growth. https://www.thehindu.com/news/national/stage-set-for-sustainable-growth/article66460599.ece

The Korea Herald. (2021, agosto 24). Danish tech ambassador sees room for more ESG cooperation. The Korea Herald. https://www.koreaherald.com/article/2676596

Tsoukas, H., & Vladimirou, E. (2001). What is Organizational Knowledge? Journal of Management Studies, 38(7), 973–993. https://doi.org/10.1111/1467-6486.00268

Tuzii, J., & Bottari, C. (2022). Digitizing health data for public health protection in the context of European and international coordination. International Journal of Risk & Safety in Medicine, 33(2), 157–166. https://doi.org/10.3233/JRS-227011

WCED. (1987). World Commission on Environment and Development (WCED).

Weiss, D., Rydland, H. T., Øversveen, E., Jensen, M. R., Solhaug, S., & Krokstad, S. (2018). Innovative technologies and social inequalities in health: A scoping review of the literature. PLOS ONE, 13(4), e0195447. https://doi.org/10.1371/journal.pone.0195447

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2025-06-21

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The use of Artificial Intelligence in healthcare to promote sustainable development goals: abibliometric review and a future research and policy agenda. (2025). European Journal of Volunteering and Community-Based Projects, 1(2). https://journal.odvcasarcobaleno.it/index.php/ejvcbp/article/view/247