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Pannunzio V, Kleinsmann M, Snelders D, Raijmakers J. From digital health to learning health systems: four approaches to using data for digital health design. Health Syst (Basingstoke) 2024; 12:481-494. [PMID: 38235300 PMCID: PMC10791080 DOI: 10.1080/20476965.2023.2284712] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Accepted: 11/14/2023] [Indexed: 01/19/2024] Open
Abstract
Digital health technologies, powered by digital data, provide an opportunity to improve the efficacy and efficiency of health systems at large. However, little is known about different approaches to the use of data for digital health design, or about their possible relations to system-level dynamics. In this contribution, we identify four existing approaches to the use of data for digital health design, namely the silent, the overt, the data-enabled, and the convergent. After characterising the approaches, we provide real-life examples of each. Furthermore, we compare the approaches in terms of selected desirable characteristics of the design process, highlighting relative advantages and disadvantages. Finally, we reflect on the system-level relevance of the differentiation between the approaches and point towards future research directions. Overall, the contribution provides researchers and practitioners with a broad conceptual framework to examine data-related challenges and opportunities in digital health design.
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Affiliation(s)
- Valeria Pannunzio
- Department of Design, Organization and Strategy, Faculty of Industrial Design Engineering, Delft University of Technology, Delft, the Netherlands
| | - Maaike Kleinsmann
- Department of Design, Organization and Strategy, Faculty of Industrial Design Engineering, Delft University of Technology, Delft, the Netherlands
| | - Dirk Snelders
- Department of Design, Organization and Strategy, Faculty of Industrial Design Engineering, Delft University of Technology, Delft, the Netherlands
| | - Jeroen Raijmakers
- Department of Design, Organization and Strategy, Faculty of Industrial Design Engineering, Delft University of Technology, Delft, the Netherlands
- Philips Experience Design, Philips, Eindhoven, the Netherlands
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Teixeira F, Li E, Laranjo L, Collins C, Irving G, Fernandez MJ, Car J, Ungan M, Petek D, Hoffman R, Majeed A, Nessler K, Lingner H, Jimenez G, Darzi A, Jácome C, Neves AL. Digital maturity and its determinants in General Practice: A cross-sectional study in 20 countries. Front Public Health 2023; 10:962924. [PMID: 36711349 PMCID: PMC9880412 DOI: 10.3389/fpubh.2022.962924] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Accepted: 12/20/2022] [Indexed: 01/15/2023] Open
Abstract
Background The extent to which digital technologies are employed to promote the delivery of high-quality healthcare is known as Digital Maturity. Individual and systemic digital maturity are both necessary to ensure a successful, scalable and sustainable digital transformation in healthcare. However, digital maturity in primary care has been scarcely evaluated. Objectives This study assessed the digital maturity in General Practice (GP) globally and evaluated its association with participants' demographic characteristics, practice characteristics and features of Electronic Health Records (EHRs) use. Methods GPs across 20 countries completed an online questionnaire between June and September 2020. Demographic data, practice characteristics, and features of EHRs use were collected. Digital maturity was evaluated through a framework based on usage, resources and abilities (divided in this study in its collective and individual components), interoperability, general evaluation methods and impact of digital technologies. Each dimension was rated as 1 or 0. The digital maturity score was calculated as the sum of the six dimensions and ranged between 0 to 6 (maximum digital maturity). Multivariable linear regression was used to model the total score, while multivariable logistic regression was used to model the probability of meeting each dimension of the score. Results One thousand six hundred GPs (61% female, 68% Europeans) participated. GPs had a median digital maturity of 4 (P25-P75: 3-5). Positive associations with digital maturity were found with: male gender [B = 0.18 (95% CI 0.01; 0.36)], use of EHRs for longer periods [B = 0.45 (95% CI 0.35; 0.54)] and higher frequencies of access to EHRs [B = 0.33 (95% CI 0.17; 0.48)]. Practicing in a rural setting was negatively associated with digital maturity [B = -0.25 (95%CI -0.43; -0.08)]. Usage (90%) was the most acknowledged dimension while interoperability (47%) and use of best practice general evaluation methods (28%) were the least. Shorter durations of EHRs use were negatively associated with all digital maturity dimensions (aOR from 0.09 to 0.77). Conclusion Our study demonstrated notable factors that impact digital maturity and exposed discrepancies in digital transformation across healthcare settings. It provides guidance for policymakers to develop more efficacious interventions to hasten the digital transformation of General Practice.
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Affiliation(s)
- Fábia Teixeira
- Faculty of Medicine of the University of Porto, Porto, Portugal
| | - Edmond Li
- Institute of Global Health Innovation, Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, London, United Kingdom
| | - Liliana Laranjo
- Westmead Applied Research Centre, Faculty of Medicine and Health, University of Sydney, Sydney, NSW, Australia,Australian Institute of Health Innovation, Macquarie University, Sydney, NSW, Australia
| | | | - Greg Irving
- Health Research Institute, Edge Hill University, Ormskirk, United Kingdom
| | - Maria Jose Fernandez
- Galicia South Health Research Institute, Vigo, Spain,Leiro Health Center, Leiro, Spain
| | - Josip Car
- Center for Population Health Sciences, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore,Department of Primary Care and Public Health, School of Public Health, Imperial College London, London, United Kingdom
| | - Mehmet Ungan
- Department of Family Medicine, Ankara University School of Medicine, Ankara, Türkiye
| | - Davorina Petek
- Department of Family Medicine, Faculty of Medicine, University of Ljubljana, Ljubljana, Slovenia
| | - Robert Hoffman
- Department of Family Medicine, Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Azeem Majeed
- Department of Primary Care and Public Health, School of Public Health, Imperial College London, London, United Kingdom
| | - Katarzyna Nessler
- Department of Family Medicine, Jagiellonian University Medical College, Kraków, Poland
| | - Heidrun Lingner
- Center for Public Health and Healthcare, German Center for Lung Research (DZL), Giessen, Germany,BREATH Hannover, Hannover Medical School, Hanover, Germany
| | - Geronimo Jimenez
- Center for Population Health Sciences, Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore,Department of Public Health and Primary Care, Leiden University Medical Center, Leiden, Netherlands
| | - Ara Darzi
- Institute of Global Health Innovation, Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, London, United Kingdom
| | - Cristina Jácome
- CINTESIS@RISE, MEDCIDS, Faculty of Medicine of the University of Porto, Porto, Portugal
| | - Ana Luísa Neves
- Institute of Global Health Innovation, Department of Surgery and Cancer, Faculty of Medicine, Imperial College London, London, United Kingdom,Department of Primary Care and Public Health, School of Public Health, Imperial College London, London, United Kingdom,CINTESIS@RISE, MEDCIDS, Faculty of Medicine of the University of Porto, Porto, Portugal,*Correspondence: Ana Luísa Neves ✉
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Veiga MG, Felizi RT, Trevisan GD, Cubero DDIG, Fernandes CE, Oliveira ED. Message applications in the doctor-patient relationship as a stressor. Rev Assoc Med Bras (1992) 2022; 68:1228-1233. [PMID: 36228253 PMCID: PMC9575017 DOI: 10.1590/1806-9282.20220253] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Accepted: 06/17/2022] [Indexed: 11/05/2022] Open
Abstract
OBJECTIVE: The aim of this study was to assess the use of smartphones’ messaging apps as a stressor affecting the well-being of gynecologists who use this tool to communicate with patients. METHODS: A cross-sectional study was conducted with gynecologists who use message applications to communicate with patients. Participants answered the WhatsApp Stress Scale, Oldenburg Burnout Inventory, and the techno-stress questionnaire. The population sample consisted of gynecologists and obstetricians selected by convenience. RESULTS: Physicians who spent more time using WhatsApp to communicate with patients had higher levels of stress (p=0.010), Burnout (p<0.001), and techno-invasion score (p<0.05). CONCLUSIONS: A positive association was found between the high frequency of WhatsApp usage for communication with patients and doctor's Burnout and stress, negatively influencing professional's well-being.
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Affiliation(s)
- Melissa Gonzalez Veiga
- Centro Universitário Faculdade de Medicina do ABC, Department of Gynecology - Santo André (SP), Brazil
| | - Rogério Tadeu Felizi
- Centro Universitário Faculdade de Medicina do ABC, Department of Gynecology - Santo André (SP), Brazil
| | - Gislayne Darly Trevisan
- Centro Universitário Faculdade de Medicina do ABC, Department of Gynecology - Santo André (SP), Brazil
| | | | - César Eduardo Fernandes
- Centro Universitário Faculdade de Medicina do ABC, Department of Gynecology - Santo André (SP), Brazil
| | - Emerson de Oliveira
- Centro Universitário Faculdade de Medicina do ABC, Department of Gynecology - Santo André (SP), Brazil
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Moulin T, Dobson J, Hixson JD, Arvanitis TN. Digital Health: The journal's pioneering journey 6 years on. Digit Health 2021; 7:20552076211034034. [PMID: 34777851 PMCID: PMC8588798 DOI: 10.1177/20552076211034034] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022] Open
Affiliation(s)
- Thierry Moulin
- Faculty of Medicine and Health Sciences, University of Bourgogne Franche-Comté, Besançon, France
| | - Jennifer Dobson
- Faculty of Medicine and Health Sciences, University of Bourgogne Franche-Comté, Besançon, France
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