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da Silva RGL. The advancement of artificial intelligence in biomedical research and health innovation: challenges and opportunities in emerging economies. Global Health 2024; 20:44. [PMID: 38773458 PMCID: PMC11107016 DOI: 10.1186/s12992-024-01049-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2023] [Accepted: 04/30/2024] [Indexed: 05/23/2024] Open
Abstract
The advancement of artificial intelligence (AI), algorithm optimization and high-throughput experiments has enabled scientists to accelerate the discovery of new chemicals and materials with unprecedented efficiency, resilience and precision. Over the recent years, the so-called autonomous experimentation (AE) systems are featured as key AI innovation to enhance and accelerate research and development (R&D). Also known as self-driving laboratories or materials acceleration platforms, AE systems are digital platforms capable of running a large number of experiments autonomously. Those systems are rapidly impacting biomedical research and clinical innovation, in areas such as drug discovery, nanomedicine, precision oncology, and others. As it is expected that AE will impact healthcare innovation from local to global levels, its implications for science and technology in emerging economies should be examined. By examining the increasing relevance of AE in contemporary R&D activities, this article aims to explore the advancement of artificial intelligence in biomedical research and health innovation, highlighting its implications, challenges and opportunities in emerging economies. AE presents an opportunity for stakeholders from emerging economies to co-produce the global knowledge landscape of AI in health. However, asymmetries in R&D capabilities should be acknowledged since emerging economies suffers from inadequacies and discontinuities in resources and funding. The establishment of decentralized AE infrastructures could support stakeholders to overcome local restrictions and opens venues for more culturally diverse, equitable, and trustworthy development of AI in health-related R&D through meaningful partnerships and engagement. Collaborations with innovators from emerging economies could facilitate anticipation of fiscal pressures in science and technology policies, obsolescence of knowledge infrastructures, ethical and regulatory policy lag, and other issues present in the Global South. Also, improving cultural and geographical representativeness of AE contributes to foster the diffusion and acceptance of AI in health-related R&D worldwide. Institutional preparedness is critical and could enable stakeholders to navigate opportunities of AI in biomedical research and health innovation in the coming years.
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Affiliation(s)
- Renan Gonçalves Leonel da Silva
- Health Ethics and Policy Lab, Department of Health Sciences and Technology, ETH Zurich, Hottingerstrasse 10, HOA 17, Zurich, 8092, Switzerland.
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A Bibliometric Analysis of Mexican Bioinformatics: A Portrait of Actors, Structure, and Dynamics. BIOLOGY 2022; 11:biology11010131. [PMID: 35053129 PMCID: PMC8772911 DOI: 10.3390/biology11010131] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/25/2021] [Revised: 12/24/2021] [Accepted: 12/25/2021] [Indexed: 11/17/2022]
Abstract
Bioinformatics is a very important informatics tool for health and biological sciences, focusing on biological data management. The objective of this work was to perform a bibliometric analysis regarding the development of Mexican bioinformatics. An exhaustive revision of the literature associated with Mexican bioinformatics in a period of 25-years was performed. Bibliometric tools, such as performance analysis and science mapping were included in the analysis. We identified the main actors as well as the structure and dynamics of Mexican bioinformatics. Some of the main findings were as follows: the thematic structure in the field is defined by the research lines of outstanding authors; the outstanding collaborations of Mexican institutions with foreign countries and institutions are influenced by the geographic proximity and binational agreements, as well as philanthropic and academic programs that promote collaborations, and there is an inclination for health issues promoted by public health financing and philanthropic organizations. It is identified that publications had an explosion since 2012, we consider that this growth may be influenced by the democratization of data, derived from the mass sequencing of biological molecules stored in public databases.
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Bicudo E, Faulkner A, Li P. Digital readiness in 3D bioprinting: software, governance and hospitals' proto-clinical interfaces. Regen Med 2021; 16:237-252. [PMID: 33759570 DOI: 10.2217/rme-2020-0132] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
Aim: To understand the process through which some hospitals have become ready to assimilate the digital technologies required for 3D bioprinting. By enhancing their digital readiness, hospitals will be able to develop the current proto-clinical potentialities of bioprinting. Materials & methods: We conducted interviews with bioprinting researchers, entrepreneurs and regulators in three countries (United Kingdom, Italy and Brazil). We analyzed bioprinting papers in which hospital-based researchers participated. We also analyzed the international bioprinting market. Result s: Digital readiness is more advanced in some hospitals and countries, which have noticed the strategic relevance of bioprinting. Furthermore, it is strengthened by the reformulation of the relations between hospitals and other institutions, a phenomenon that is here interpreted with the concept of interfaces.
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Affiliation(s)
- Edison Bicudo
- School of Global Studies, University of Sussex, Falmer, Brighton BN1 9SJ, UK
| | - Alex Faulkner
- School of Global Studies, University of Sussex, Falmer, Brighton BN1 9SJ, UK
| | - Phoebe Li
- School of Law, Politics & Sociology, University of Sussex, Falmer, Brighton BN1 9SJ, UK
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Bioinformatics in Mexico: A diagnostic from the academic perspective and recommendations for a public policy. PLoS One 2020; 15:e0243531. [PMID: 33320879 PMCID: PMC7737905 DOI: 10.1371/journal.pone.0243531] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2019] [Accepted: 11/24/2020] [Indexed: 11/19/2022] Open
Abstract
In this work, we present a diagnostic analysis of strengths, weaknesses, opportunities and threats (SWOT) of the current state of Bioinformatics in Mexico. We conducted semi-structured interviews among researchers and academics with key expertise in this field, identified by bibliometric analyses and qualitative sampling techniques. Additionally, an online survey was conducted reaching a higher number of respondents. Among the relevant findings of our study, the lack of specialized human resources and technological infrastructure stood out, along with deficiencies in the number and quality of academic programs, scarce public investment and a weak relationship between public and private institutions. However, there are great opportunities for developing a national Bioinformatics to support different economic sectors. In our opinion, this work could be useful to favor a comprehensive network among Mexican researchers, in order to lay the foundations of a national strategy towards a well designed public policy.
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Bicudo E, Faulkner A, Li P. Patents and the experimental space: social, legal and geographical dimensions of 3D bioprinting. ACTA ACUST UNITED AC 2020. [DOI: 10.1080/13600869.2020.1785066] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/28/2022]
Affiliation(s)
- Edison Bicudo
- School of Global Studies, University of Sussex, Brighton, UK
| | - Alex Faulkner
- School of Global Studies, University of Sussex, Brighton, UK
| | - Phoebe Li
- School of Law, Politics and Sociology, University of Sussex, Brighton, UK
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Dehdarirad T, Sotudeh H, Freer J. Bibliometric mapping of microbiology research topics (2012-16): a comparison by socioeconomic development and infectious disease vulnerability values. FEMS Microbiol Lett 2019; 366:5281427. [PMID: 30629167 DOI: 10.1093/femsle/fnz004] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/15/2018] [Accepted: 01/05/2019] [Indexed: 12/14/2022] Open
Abstract
Amongst health-related scientific disciplines, microbiology appears to play a vital role in creating a sustainable future with respect to health, the environment and a biobased economy. Microbiology research covers a wide range of different disciplines and addresses many important global issues. This study aimed to identify topics being addressed within the last 5 years (2012-16) in the field of microbiology worldwide and to compare them in terms of three different indicators: gross domestic product, Human Development Index and Infectious Disease Vulnerability Index. The dataset of this study comprised 167 874 articles and reviews from 2012 to 2016, which were extracted from the Web of Science Medline. To identify and visualise the topics addressed during the studied period, VOSviewer was used. The construction and visualisation of the term map was done based on 5918 MESH subject headings. The methodology and procedures employed included Kruskal-Wallis test and two-sample proportion test. Overall, our study showed that the field of microbiology has focused on six different topics during 2012-16. The papers written with the collaboration of countries with low socioeconomic status and high vulnerability to infectious diseases mainly addressed topics related to the primary needs of people such as food safety, the prevention and control of infectious diseases, food and energy poverty. In contrast, papers written with the collaboration of countries with high socioeconomic development status and less vulnerability to infectious diseases mainly focused on big data, alternative methods to animal experiments.
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Affiliation(s)
- Tahereh Dehdarirad
- Department of Communication and Learning in Science, Chalmers University of Technology, Hörsalsvägen 2, 41296 Gothenburg, Sweden
| | - Hajar Sotudeh
- Department of Knowledge and Information Sciences, Faculty of Education and Psychology, Shiraz University, Eram Campus, 71946-84471 Shiraz, Iran
| | - Jonathan Freer
- Centre for History of Science, Technology and Medicine, University of Manchester, Manchester M13 9PL, UK
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‘Big data’ or ‘big knowledge’? Brazilian genomics and the process of academic marketization. BIOSOCIETIES 2017. [DOI: 10.1057/s41292-017-0037-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/21/2022]
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Kanevsky J, Crepy M, Fitzgerald E, Pogharian A, Sadagopan S, Aggarwal R. Youth innovation showcase: achieving high-impact success with novel technologies. BMJ SIMULATION & TECHNOLOGY ENHANCED LEARNING 2017. [DOI: 10.1136/bmjstel-2016-000176] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/04/2022]
Abstract
Universities provide a dynamic environment that enables innovation in healthcare. Challenges to the delivery of healthcare are best overcome by fostering relationships that lead to solutions developed by young innovators. The Youth Innovation Showcase highlights the creative solutions of 5 young entrepreneurs as part of the Simnovate International Summit. Challenges in the process of innovation, finding balance as a young innovator, government support for student entrepreneurs, innovation and global health and how to adapt to the process of innovation are all topics covered in this summary.
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Lewis J, Bartlett A, Atkinson P. Hidden in the Middle: Culture, Value and Reward in Bioinformatics. MINERVA 2016; 54:471-490. [PMID: 27942075 PMCID: PMC5124041 DOI: 10.1007/s11024-016-9304-y] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/06/2023]
Abstract
Bioinformatics - the so-called shotgun marriage between biology and computer science - is an interdiscipline. Despite interdisciplinarity being seen as a virtue, for having the capacity to solve complex problems and foster innovation, it has the potential to place projects and people in anomalous categories. For example, valorised 'outputs' in academia are often defined and rewarded by discipline. Bioinformatics, as an interdisciplinary bricolage, incorporates experts from various disciplinary cultures with their own distinct ways of working. Perceived problems of interdisciplinarity include difficulties of making explicit knowledge that is practical, theoretical, or cognitive. But successful interdisciplinary research also depends on an understanding of disciplinary cultures and value systems, often only tacitly understood by members of the communities in question. In bioinformatics, the 'parent' disciplines have different value systems; for example, what is considered worthwhile research by computer scientists can be thought of as trivial by biologists, and vice versa. This paper concentrates on the problems of reward and recognition described by scientists working in academic bioinformatics in the United Kingdom. We highlight problems that are a consequence of its cross-cultural make-up, recognising that the mismatches in knowledge in this borderland take place not just at the level of the practical, theoretical, or epistemological, but also at the cultural level too. The trend in big, interdisciplinary science is towards multiple authors on a single paper; in bioinformatics this has created hybrid or fractional scientists who find they are being positioned not just in-between established disciplines but also in-between as middle authors or, worse still, left off papers altogether.
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Affiliation(s)
- Jamie Lewis
- School of Social Sciences, Cardiff University, Glamorgan Building, King Edward VIIth Avenue, Cardiff, CF10 3WT UK
| | - Andrew Bartlett
- School of Social Sciences, Cardiff University, Glamorgan Building, King Edward VIIth Avenue, Cardiff, CF10 3WT UK
| | - Paul Atkinson
- School of Social Sciences, Cardiff University, Glamorgan Building, King Edward VIIth Avenue, Cardiff, CF10 3WT UK
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