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      The application of artificial intelligence in health policy: a scoping review

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          Abstract

          Background

          Policymakers require precise and in-time information to make informed decisions in complex environments such as health systems. Artificial intelligence (AI) is a novel approach that makes collecting and analyzing data in complex systems more accessible. This study highlights recent research on AI’s application and capabilities in health policymaking.

          Methods

          We searched PubMed, Scopus, and the Web of Science databases to find relevant studies from 2000 to 2023, using the keywords “artificial intelligence” and “policymaking.” We used Walt and Gilson’s policy triangle framework for charting the data.

          Results

          The results revealed that using AI in health policy paved the way for novel analyses and innovative solutions for intelligent decision-making and data collection, potentially enhancing policymaking capacities, particularly in the evaluation phase. It can also be employed to create innovative agendas with fewer political constraints and greater rationality, resulting in evidence-based policies. By creating new platforms and toolkits, AI also offers the chance to make judgments based on solid facts. The majority of the proposed AI solutions for health policy aim to improve decision-making rather than replace experts.

          Conclusion

          Numerous approaches exist for AI to influence the health policymaking process. Health systems can benefit from AI’s potential to foster the meaningful use of evidence-based policymaking.

          Supplementary Information

          The online version contains supplementary material available at 10.1186/s12913-023-10462-2.

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          Most cited references63

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          Scoping studies: towards a methodological framework

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            Digital transformation: A multidisciplinary reflection and research agenda

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              Reforming the health sector in developing countries: the central role of policy analysis.

              Policy analysis is an established discipline in the industrialized world, yet its application to developing countries has been limited. The health sector in particular appears to have been neglected. This is surprising because there is a well recognized crisis in health systems, and prescriptions abound of what health policy reforms countries should introduce. However, little attention has been paid to how countries should carry out reforms, much less who is likely to favour or resist such policies. This paper argues that much health policy wrongly focuses attention on the content of reform, and neglects the actors involved in policy reform (at the international, national sub-national levels), the processes contingent on developing and implementing change and the context within which policy is developed. Focus on policy content diverts attention from understanding the processes which explain why desired policy outcomes fail to emerge. The paper is organized in 4 sections. The first sets the scene, demonstrating how the shift from consensus to conflict in health policy established the need for a greater emphasis on policy analysis. The second section explores what is meant by policy analysis. The third investigates what other disciplines have written that help to develop a framework of analysis. And the final section suggests how policy analysis can be used not only to analyze the policy process, but also to plan.
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                Author and article information

                Contributors
                Takian@tums.ac.ir
                Journal
                BMC Health Serv Res
                BMC Health Serv Res
                BMC Health Services Research
                BioMed Central (London )
                1472-6963
                15 December 2023
                15 December 2023
                2023
                : 23
                : 1416
                Affiliations
                [1 ]Department of Health Management, Policy and Economics, School of Public Health, Tehran University of Medical Sciences, ( https://ror.org/01c4pz451) Tehran, Iran
                [2 ]Department of Global Health and Public Policy, School of Public Health, Tehran University of Medical Sciences, ( https://ror.org/01c4pz451) Tehran, Iran
                [3 ]Health Equity Research Center (HERC), Tehran University of Medical Sciences, ( https://ror.org/01c4pz451) Tehran, Iran
                [4 ]Department of Computer Engineering, Sharif University of Technology, ( https://ror.org/024c2fq17) Tehran, Iran
                Article
                10462
                10.1186/s12913-023-10462-2
                10722786
                38102620
                3c69169e-2304-4f6d-bf93-4e58bd30f874
                © The Author(s) 2023

                Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. The Creative Commons Public Domain Dedication waiver ( http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated in a credit line to the data.

                History
                : 5 April 2023
                : 8 December 2023
                Categories
                Research
                Custom metadata
                © BioMed Central Ltd., part of Springer Nature 2023

                Health & Social care
                artificial intelligence,health system,policymaking,health policy
                Health & Social care
                artificial intelligence, health system, policymaking, health policy

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