References
- Sharma R, Kshetri N. Digital healthcare: historical development, applications, and future research directions. Int J Inf Manage. 2020;53:102105. doi:10.1016/j.ijinfomgt.2020.102105.
- Stephanie L, Sharma RS. Digital health eco-systems: an epochal review of practice-oriented research. Int J Inf Manage. 2020;53:102032. doi:10.1016/j.ijinfomgt.2019.10.017.
- Bertaud-Gounot V, Duvauferrier R, Burgun A. Ontology and medical diagnosis. Inform Health Soc Care. 2012;37(2):51–61. doi:10.3109/17538157.2011.590258.
- de Lusignan S, Liyanage H, McGagh D, Jani BD, Bauwens J, Byford R, Evans D, Fahey T, Greenhalgh T, Jones N, et al. COVID-19 surveillance in a primary care sentinel network: in-pandemic development of an application ontology. JMIR Public Health and Surveillance. 2020;6(4):e21434. doi:10.2196/21434.
- Inkster B, O’Brien R, Selby E, Joshi S, Subramanian V, Kadaba M, Schroeder K, Godson S, Comley K, Vollmer SJ, et al. Digital health management during and beyond the COVID-19 pandemic: opportunities, barriers, and recommendations. JMIR Mental Health. 2020;7(7):e19246. doi:10.2196/19246.
- Golinelli D, Boetto E, Carullo G, Nuzzolese AG, Landini MP, Fantini MP. Adoption of digital technologies in health care during the COVID-19 pandemic: systematic review of early scientific literature. J Med Internet Res. 2020;22(11):e22280. doi:10.2196/22280.
- Gunasekeran DV, Rmww T, Tham Y-C, Wong TY. Applications of digital health for public health responses to COVID-19: a systematic scoping review of artificial intelligence, telehealth and related technologies. NPJ Digital Med. 2021;4(1):1–6. doi:10.1038/s41746-021-00412-9.
- Hermes S, Riasanow T, Clemons EK, Böhm M, Krcmar H. The digital transformation of the healthcare industry: exploring the rise of emerging platform ecosystems and their influence on the role of patients. Bus Res . 2020;13: 1033–1069. https://doi.org/10.1007/s40685-020-00125-x.
- Fayoumi A, Williams R. An integrated socio-technical enterprise modelling: a scenario of healthcare system analysis and design. J Ind Inf Integr. 2021;23:100221. doi:10.1016/j.jii.2021.100221.
- CHFo A, MedicineWise N. Engaging consumers in their health data journey. Consumers Health Forum of Australia; 2018.
- Agnola D. Transforming digital health services in Australia. J Pharm Pract Res. 2018;48(3):283–86. doi:10.1002/jppr.1428.
- Lupton D. Digital health now and in the future: findings from a participatory design stakeholder workshop. Digital Health. 2017;3.
- Lupton D. Digital health: critical and cross-disciplinary perspectives. Routledge; 2017.
- Meskó B, Drobni Z, É B, Gergely B, Győrffy Z, Dionosio J, Luong M-A, Yi S. Digital health is a cultural transformation of traditional healthcare. Mhealth. 2017;3:3. doi:10.21037/mhealth.2017.01.01.
- Cresswell KM, Bates DW, Sheikh A. Ten key considerations for the successful implementation and adoption of large-scale health information technology. J Am Med Inform Assoc. 2013;20(e1):e9–e13. doi:10.1136/amiajnl-2013-001684.
- Iyawa GE, Herselman M, Botha A. Potential stakeholders and perceived benefits of a digital health innovation ecosystem for the Namibian context. Procedia Comput Sci. 2017;121:431–38. doi:10.1016/j.procs.2017.11.058.
- Iyawa GE, Herselman M, Botha A, editors. A scoping review of digital health innovation ecosystems in developed and developing countries. 2017 IST-Africa Week Conference (IST-Africa); 2017: IEEE.
- Iyawa GE, Herselman M, Botha A. Digital health innovation ecosystems: identifying key participants, benefits, challenges, and guidelines for the Namibian context. Int J Reliab Qual E-Healthcare (IJRQEH). 2019;8(2):1–14. doi:10.4018/IJRQEH.2019040101.
- Gladun A, Rogushina J, Valencia-García R, Béjar RM. Semantics-driven modelling of user preferences for information retrieval in the biomedical domain. Inform Health Soc Care. 2013;38(2):150–70. doi:10.3109/17538157.2012.735730.
- Wannheden C, Stenfors T, Stenling A, von Thiele Schwarz U. Satisfied or frustrated? A qualitative analysis of need satisfying and need frustrating experiences of engaging with digital health technology in chronic care. Frontiers in Public Health. 2021;8:1097. doi:10.3389/fpubh.2020.623773.
- Murray E, Hekler EB, Andersson G, Collins LM, Doherty A, Hollis C. Evaluating digital health interventions: key questions and approaches. Elsevier. 2016.
- Győrffy Z, Radó N, Mesko B, Triberti S. Digitally engaged physicians about the digital health transition. PloS one. 2020;15(9):e0238658. doi:10.1371/journal.pone.0238658.
- Birnbaum F, Lewis DM, Rosen R, Ranney ML, Miner J. Patient engagement and the design of digital health. Acad Emerg Med: Off J Soc Acad Emerg Med. 2015;22(6):754. doi:10.1111/acem.12692.
- Serbanati LD, Ricci FL, Mercurio G, Vasilateanu A. Steps towards a digital health ecosystem. J Biomed Inform. 2011;44(4):621–36. doi:10.1016/j.jbi.2011.02.011.
- Razavi A, Moschoyiannis S, Krause P. An open digital environment to support business ecosystems. Peer Peer Netw Appl. 2009;2(4):367–97. doi:10.1007/s12083-009-0039-5.
- Briscoe G, De Wilde P, editors. Digital ecosystems: evolving service-orientated architectures. Proceedings of the 1st international conference on Bio inspired models of network, information and computing systems; 2006.
- Liyanage H, Krause P, De Lusignan S. Using ontologies to improve semantic interoperability in health data. BMJ Health Care Inform. 2015;22(2).
- Marcos-Pablos S, García-Holgado A, García-Peñalvo FJ, editors. Modelling the business structure of a digital health ecosystem. Proceedings of the Seventh International Conference on Technological Ecosystems for Enhancing Multiculturality; 2019; Leon, Spain: Association for Computing Machinery, New York, NY, United States.
- Iyawa GE, Herselman M, Botha A. Identifying essential components of a digital health innovation ecosystem for the Namibian context: findings from a Delphi study. Electron J Inf Syst Dev Ctries. 2017;82(1):1–40. doi:10.1002/j.1681-4835.2017.tb00601.x.
- Basole RC, Park H, Chao RO. Visual analysis of venture similarity in entrepreneurial ecosystems. IEEE Trans Eng Manage. 2018;66(4):568–82. doi:10.1109/TEM.2018.2855435.
- Dong H, Hussain FK, Chang E, editors. An Integrative view of the concept of Digital Ecosystem. International Conference on Networking and Services (ICNS’07); 2007: IEEE.
- Guarino N, Oberle D, Staab S. What is an ontology? In: Handbook on ontologies. Springer; 2009. p. 1–17.
- Hadzic M, Chang E. Application of digital ecosystem design methodology within the health domain. IEEE Trans Syst Man Cybern Syst. 2010;40(4):779–88. doi:10.1109/TSMCA.2010.2048022.
- Smith B. Beyond concepts: ontology as reality representation. Varzi AC, Vieu L, editors. Formal ontology in information systems (FOIS)2004. 1–12.
- Gruber TR. Toward principles for the design of ontologies used for knowledge sharing? Int J Hum Comput Stud. 1995;43(5–6):907–28. doi:10.1006/ijhc.1995.1081.
- Van Ruijven L. Ontology for systems engineering. Procedia Comput Sci. 2013;16:383–92. doi:10.1016/j.procs.2013.01.040.
- Guarino N Formal ontology in information systems: Proceedings of the first international conference (FOIS’98), June 6-8, Trento, Italy: IOS press; 1998.
- Souvignet J, Rodrigues J-M. Toward a patient safety upper level ontology. Digital healthcare empowering. Europeans: IOS Press; 2015. 160–64.
- Hoehndorf R, Dumontier M, Oellrich A, Rebholz-Schuhmann D, Schofield PN, Gkoutos GV, Androulakis IP. Interoperability between biomedical ontologies through relation expansion, upper-level ontologies and automatic reasoning. PloS one. 2011;6(7):e22006. doi:10.1371/journal.pone.0022006.
- Dong H, Hussain FK. Semantic service matchmaking for digital health ecosystems. Knowl Based Syst. 2011;24(6):761–74. doi:10.1016/j.knosys.2011.02.005.
- Poli R, Healy M, Kameas A. Theory and applications of ontology. Computer applications: Springer; 2010.
- Freitas F, Stuckenschmidt H, Noy NF. Ontology issues and applications guest editors’ introduction. Journal of the Brazilian Computer Society. 2005;11:5–16.
- Anjum A, Bloodsworth P, Branson A, Hauer T, McClatchey R, Munir K, editors. The requirements for ontologies in medical data integration: a case study. 11th International Database Engineering and Applications Symposium (IDEAS 2007); 2007: IEEE.
- Van Rees R. Clarity in the usage of the terms ontology, taxonomy and classification. CIB REPORT. 2003;284:1–8.
- Oshni Alvandi A, Bain C, Burstein F, Patman S. Understanding digital health ecosystem from Australian citizens’ perspective: a scoping review. PloS one. 2021;16(11):e0260058. doi:10.1371/journal.pone.0260058.
- Delir Haghighi P, Burstein F, Zaslavsky A, Arbon P. Development and evaluation of ontology for intelligent decision support in medical emergency management for mass gatherings. Decis Support Syst. 2013;54(2):1192–204. doi:10.1016/j.dss.2012.11.013.
- Van Der Vet PE, Mars NJ. Bottom-up construction of ontologies. IEEE Trans Knowl Data Eng. 1998;10(4):513–26. doi:10.1109/69.706054.
- Blei DM, Lafferty JD. Topic models. Text mining: classification, clustering, and applications. Chapman and Hall/CRC; 2009. p. 101–24.
- Everitt BS, Landau S, Leese M, Stahl D. Cluster analysis, 5th ed. John Wiley; 2011.
- Raad J, Cruz C, editors. A survey on ontology evaluation methods. Proceedings of the International Joint Conference on Knowledge Discovery, Knowledge Engineering and Knowledge Management; 2015.
- Brank J, Grobelnik M, Mladenic D A survey of ontology evaluation techniques. Proceedings of the conference on data mining and data warehouses (SiKDD 2005): Citeseer Ljubljana, Slovenia; 2005. p. 166–70.
- Brewster C, Alani H, Dasmahapatra S, Wilks Y Data driven ontology evaluation. Proceedings of Int Conf on Language Resources and Evaluation; Lisbon 2004.
- McDaniel M, Storey VC. Evaluating domain ontologies: clarification, classification, and challenges. ACM Computing Surveys (CSUR). 2019;52(4):1–44. doi:10.1145/3329124.
- Vrandečić D. Ontology evaluation. In: Handbook on ontologies. Springer; 2009. p. 293–313.
- Obrst L, Ceusters W, Mani I, Ray S, Smith B. The evaluation of ontologies. Semantic web: Springer; 2007. 139–58.
- Duque-Ramos A, Fernández-Breis JT, Stevens R, Aussenac-Gilles N. OQuaRE: a SQuaRE-based approach for evaluating the quality of ontologies. J Res Pract Inf Technol. 2011;43:159–76.
- Gómez-Pérez A. Ontology evaluation. In: Handbook on ontologies. Springer; 2004. p. 251–73.
- Hlomani H, Stacey D. Approaches, methods, metrics, measures, and subjectivity in ontology evaluation: a survey. Semantic Web J. 2014;1:1–11.
- Dalrymple PW. Data, information, knowledge: the emerging field of health informatics. Bull Am Soc Inf Sci Technol. 2011;37(5):41–44. doi:10.1002/bult.2011.1720370512.
- Haron SN, Hamida MY, Talib A. Towards healthcare service quality: an understanding of the usability concept in healthcare design. Procedia-Social Behav Sci. 2012;42:63–73. doi:10.1016/j.sbspro.2012.04.167.
- Nielsen J. Usability engineering. San Diego (Calif): Academic Press,; 1994.
- Ning H, Shihan D Structure-based ontology evaluation. 2006 IEEE International Conference on e-Business Engineering (ICEBE’06): IEEE; 2006. p. 132–37.
- Lupton D. Toward a more-than-human analysis of digital health: inspirations from feminist new materialism. Qual Health Res. 2019;1049732319833368.
- Grover P, Kar AK, Davies G. “Technology enabled Health”–Insights from twitter analytics with a socio-technical perspective. Int J Inf Manage. 2018;43:85–97. doi:10.1016/j.ijinfomgt.2018.07.003.
- Agrawal R, Prabakaran S. Big data in digital healthcare: lessons learnt and recommendations for general practice. Heredity. 2020;124(4):525–34. doi:10.1038/s41437-020-0303-2.
- Galetsi P, Katsaliaki K, Kumar S. Big data analytics in health sector: theoretical framework, techniques and prospects. Int J Inf Manage. 2020;50:206–16. doi:10.1016/j.ijinfomgt.2019.05.003.
- Aceto G, Persico V, Pescapé A. Industry 4.0 and health: internet of things, big data, and cloud computing for healthcare 4.0. J Ind Inf Integr. 2020;18:100129. doi:10.1016/j.jii.2020.100129.
- Moreno-Conde A, Parra-Calderón CL, Sánchez-Seda S, Escobar-Rodríguez G, López-Otero M, Cusso L, Del-cerro-garcía R, Segura-Sánchez M, Herrero-Urigüen L, Martí-Ras N, et al. ITEMAS ontology for healthcare technology innovation. Health Res Policy Syst. 2019;17(1):1–10. doi:10.1186/s12961-019-0453-y.