{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,16]],"date-time":"2026-06-16T11:53:48Z","timestamp":1781610828507,"version":"3.54.5"},"reference-count":126,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2025,6,24]],"date-time":"2025-06-24T00:00:00Z","timestamp":1750723200000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"},{"start":{"date-parts":[[2025,6,24]],"date-time":"2025-06-24T00:00:00Z","timestamp":1750723200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Ethics Inf Technol"],"published-print":{"date-parts":[[2025,9]]},"abstract":"<jats:title>Abstract<\/jats:title>\n                  <jats:p>Organizations across the globe are progressively investing in artificial intelligence (AI) innovations to meet today\u2019s healthcare challenges. Meanwhile, public policy increasingly emphasizes the need for these innovations to be \u2018scaled\u2019. As scholars emphasize, scaling innovations is never just \u2018more of the same\u2019, but requires adapting innovations to local contexts. In this perspective paper, we aim to explore and draw attention to the tensions and possible alignments between standardization and customization that should lead to a responsible scaling of AI in healthcare. We approach responsible scaling building on the notion of socio-technical configurations. Configurations are unique assemblies of technological and non-technological components, including human factors, integrated in different ways to meet particular local requirements. We explore how conceptualizing AI tools and the broader socio-technical ecosystems in which they are integrated as configurations can offer a framework for envisioning possible pathways for responsibly scaling AI. We contend that standardization and customization can be employed synergistically within AI configurations. Standardization can be an important driver of innovation at the level of configurational components of healthcare AI, as well as the interoperability between these components. Thereby, standardization can expand the configurational options that local AI implementations can draw from and lay a foundation for local customization of healthcare AI ecosystems at the architectural level. Accordingly, we propose key considerations for innovators and policymakers to boost the configurability of healthcare AI, and discuss the need for, and challenges of shaping of healthcare AI configurations at the local scale.<\/jats:p>","DOI":"10.1007\/s10676-025-09842-5","type":"journal-article","created":{"date-parts":[[2025,6,24]],"date-time":"2025-06-24T09:44:30Z","timestamp":1750758270000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":7,"title":["Responsible scaling of artificial intelligence in healthcare: standardization meets customization"],"prefix":"10.1007","volume":"27","author":[{"given":"Dirk R. M.","family":"Lukkien","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Henk Herman","family":"Nap","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Alexander","family":"Peine","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Mirella M. N.","family":"Minkman","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ellen H. M.","family":"Moors","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Wouter P. C.","family":"Boon","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,6,24]]},"reference":[{"issue":"11","key":"9842_CR1","doi-asserted-by":"publisher","first-page":"2502","DOI":"10.1093\/jamia\/ocab123","volume":"28","author":"S Akbar","year":"2021","unstructured":"Akbar, S., Lyell, D., & Magrabi, F. (2021). Automation in nursing decision support systems: A systematic review of effects on decision making, care delivery, and patient outcomes. Journal of the American Medical Informatics Association, 28(11), 2502\u20132513. https:\/\/doi.org\/10.1093\/jamia\/ocab123","journal-title":"Journal of the American Medical Informatics Association"},{"issue":"1","key":"9842_CR2","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/S12909-023-04698-Z","volume":"23","author":"SA Alowais","year":"2023","unstructured":"Alowais, S. A., Alghamdi, S. S., Alsuhebany, N., Alqahtani, T., Alshaya, A. I., Almohareb, S. N., Aldairem, A., Alrashed, M., Saleh, B., Badreldin, K., Yami, H. A. A., Harbi, M. S. A., S., & Albekairy, A. M. (2023). Revolutionizing healthcare: The role of artificial intelligence in clinical practice. BMC Medical Education, 23(1), 1\u201315. https:\/\/doi.org\/10.1186\/S12909-023-04698-Z","journal-title":"BMC Medical Education"},{"issue":"4","key":"9842_CR3","doi-asserted-by":"publisher","first-page":"349","DOI":"10.15171\/IJHPM.2017.95","volume":"7","author":"L Ansmann","year":"2018","unstructured":"Ansmann, L., & Pfaff, H. (2018). Providers and patients caught between standardization and individualization: Individualized standardization as a solution: Comment on (Re) making the procrustean bed?? standardization and customization as competing logics in healthcare. International Journal of Health Policy and Management, 7(4), 349. https:\/\/doi.org\/10.15171\/IJHPM.2017.95","journal-title":"International Journal of Health Policy and Management"},{"key":"9842_CR4","doi-asserted-by":"publisher","first-page":"82","DOI":"10.1016\/j.inffus.2019.12.012","volume":"58","author":"AB Arrieta","year":"2020","unstructured":"Arrieta, A. B., D\u00edaz-Rodr\u00edguez, N., Del Ser, J., Bennetot, A., Tabik, S., Barbado, A., Garc\u00eda, S., Gil-L\u00f3pez, S., Molina, D., & Benjamins, R. (2020). Explainable artificial intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI. Information Fusion, 58, 82\u2013115. https:\/\/doi.org\/10.1016\/j.inffus.2019.12.012","journal-title":"Information Fusion"},{"key":"9842_CR5","doi-asserted-by":"publisher","first-page":"669869","DOI":"10.3389\/fdgth.2021.669869","volume":"3","author":"A Babel","year":"2021","unstructured":"Babel, A., Taneja, R., Mondello Malvestiti, F., Monaco, A., & Donde, S. (2021). Artificial intelligence solutions to increase medication adherence in patients with Non-communicable diseases. Frontiers in Digital Health, 3, 669869. https:\/\/doi.org\/10.3389\/fdgth.2021.669869","journal-title":"Frontiers in Digital Health"},{"issue":"6","key":"9842_CR6","doi-asserted-by":"publisher","first-page":"841","DOI":"10.1177\/0170840605054599","volume":"26","author":"N Beck","year":"2005","unstructured":"Beck, N., & Walgenbach, P. (2005). Technical efficiency or adaptation to institutionalized expectations?? The adoption of ISO 9000 standards in the German mechanical engineering industry. Organization Studies, 26(6), 841\u2013866. https:\/\/doi.org\/10.1177\/0170840605054599","journal-title":"Organization Studies"},{"issue":"1","key":"9842_CR7","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/S11948-021-00286-W","volume":"27","author":"C Berridge","year":"2021","unstructured":"Berridge, C., Demiris, G., & Kaye, J. (2021). Domain experts on Dementia-Care technologies: Mitigating risk in design and implementation. Science and Engineering Ethics, 27(1), 1\u201324. https:\/\/doi.org\/10.1007\/S11948-021-00286-W","journal-title":"Science and Engineering Ethics"},{"issue":"7","key":"9842_CR8","doi-asserted-by":"publisher","first-page":"1284","DOI":"10.1016\/j.respol.2017.05.012","volume":"46","author":"C Binz","year":"2017","unstructured":"Binz, C., & Truffer, B. (2017). Global innovation Systems\u2014A conceptual framework for innovation dynamics in transnational contexts. Research Policy, 46(7), 1284\u20131298. https:\/\/doi.org\/10.1016\/j.respol.2017.05.012","journal-title":"Research Policy"},{"key":"9842_CR9","doi-asserted-by":"publisher","unstructured":"Blagojevi\u0107, A., & Geroski, T. (2023). A review of the application of artificial intelligence in medicine: From data to personalised models. In N. Filipovic (Ed.), Applied artificial intelligence: Medicine, biology, chemistry, financial, games, engineering. AAI 2022. Lecture notes in networks and systems (Vol. 659). Springer. https:\/\/doi.org\/10.1007\/978-3-031-29717-5_17","DOI":"10.1007\/978-3-031-29717-5_17"},{"key":"9842_CR10","doi-asserted-by":"publisher","unstructured":"Blind, K. (2016). The impact of standardisation and standards on innovation. In Handbook of innovation policy impact (pp. 423\u2013449). Edward Elgar Publishing. https:\/\/doi.org\/10.4337\/9781784711856.00021","DOI":"10.4337\/9781784711856.00021"},{"issue":"6","key":"9842_CR11","doi-asserted-by":"publisher","first-page":"573","DOI":"10.1370\/AFM.1713","volume":"12","author":"T Bodenheimer","year":"2014","unstructured":"Bodenheimer, T., & Sinsky, C. (2014). From triple to quadruple aim: care of the patient requires care of the provider. The Annals of Family Medicine, 12(6), 573\u2013576. https:\/\/doi.org\/10.1370\/AFM.1713","journal-title":"The Annals of Family Medicine"},{"key":"9842_CR12","doi-asserted-by":"publisher","unstructured":"Boenink, M., & Kudina, O. (2020). Values in responsible research and innovation: From entities to practices. Journal of Responsible Innovation, 1\u201321. https:\/\/doi.org\/10.1080\/23299460.2020.1806451","DOI":"10.1080\/23299460.2020.1806451"},{"issue":"24","key":"9842_CR13","doi-asserted-by":"publisher","first-page":"13528","DOI":"10.3390\/SU132413528\/S1","volume":"13","author":"J Breaugh","year":"2021","unstructured":"Breaugh, J., McBride, K., Kleinaltenkamp, M., & Hammerschmid, G. (2021). Beyond diffusion: A systematic literature review of innovation scaling. Sustainability, 13(24), 13528. https:\/\/doi.org\/10.3390\/SU132413528\/S1","journal-title":"Sustainability"},{"key":"9842_CR14","doi-asserted-by":"publisher","unstructured":"Brem, A., Nylund, P. A., & Schuster, G. (2015). Innovation and de facto standardization: The influence of dominant design on innovative performance, radical innovation, and process innovation. Technovation, 1\u201310. https:\/\/doi.org\/10.1016\/j.technovation.2015.11.002","DOI":"10.1016\/j.technovation.2015.11.002"},{"key":"9842_CR15","unstructured":"Chowdhery, A., Narang, S., Devlin, J., Bosma, M., Mishra, G., Roberts, A., Barham, P., Chung, H. W., Sutton, C., Gehrmann, S., Schuh, P., Shi, K., Tsvyashchenko, S., Maynez, J., Rao, A., Barnes, P., Tay, Y., Shazeer, N., Prabhakaran, V., & Fiedel, N. (2023). PaLM: Scaling Language Modeling with Pathways. Journal of Machine Learning Research, 24(240), 1\u2013113. http:\/\/jmlr.org\/papers\/v24\/22-1144.html."},{"issue":"1","key":"9842_CR16","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s12913-021-06844-z","volume":"21","author":"C Colld\u00e9n","year":"2021","unstructured":"Colld\u00e9n, C., Hellstr\u00f6m, A., & Gremyr, I. (2021). Value configurations for balancing standardization and customization in chronic care: A qualitative study. BMC Health Services Research, 21(1), 1\u201311. https:\/\/doi.org\/10.1186\/s12913-021-06844-z","journal-title":"BMC Health Services Research"},{"issue":"1\u20132","key":"9842_CR17","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1080\/10438599000000002","volume":"1","author":"PA David","year":"1990","unstructured":"David, P. A., & Greenstein, S. (1990). The economics of compatibility standards: An introduction to recent research. Economics of Innovation and New Technology, 1(1\u20132), 3\u201341. https:\/\/doi.org\/10.1080\/10438599000000002","journal-title":"Economics of Innovation and New Technology"},{"key":"9842_CR18","doi-asserted-by":"publisher","first-page":"100095","DOI":"10.1016\/J.HFH.2025.100095","volume":"7","author":"AAH de Hond","year":"2025","unstructured":"de Hond, A. A. H., Vosslamber, S., Lange, S., Engel, F., Lindhout, M., Noorlag, P., Steyerberg, E. W., Cin\u00e0, G., & Arbous, M. S. (2025). When, where, who, what, and why? The five Ws of workflow analysis for implementing an AI decision support tool at the intensive care. Human Factors in Healthcare, 7, 100095. https:\/\/doi.org\/10.1016\/J.HFH.2025.100095","journal-title":"Human Factors in Healthcare"},{"issue":"1","key":"9842_CR19","doi-asserted-by":"publisher","first-page":"341","DOI":"10.1609\/AIES.V7I1.31641","volume":"7","author":"F Diaz","year":"2024","unstructured":"Diaz, F., & Madaio, M. (2024). Scaling laws do not scale. Proceedings of the AAAI\/ACM Conference on AI Ethics and Society, 7(1), 341\u2013357. https:\/\/doi.org\/10.1609\/AIES.V7I1.31641","journal-title":"Proceedings of the AAAI\/ACM Conference on AI Ethics and Society"},{"issue":"1","key":"9842_CR20","doi-asserted-by":"publisher","first-page":"100","DOI":"10.1080\/17538157.2020.1865969","volume":"46","author":"N Dubuc","year":"2021","unstructured":"Dubuc, N., Bri\u00e8re, S., Corbin, C., N\u2019Bouke, A., Bonin, L., & Delli-Colli, N. (2021). Computerized care-Pathways (CCPs) system to support Person-Centered, integrated, and proactive care in Home-Care settings. Informatics for Health and Social Care, 46(1), 100\u2013111. https:\/\/doi.org\/10.1080\/17538157.2020.1865969","journal-title":"Informatics for Health and Social Care"},{"key":"9842_CR21","doi-asserted-by":"publisher","unstructured":"Egelman, S., & Peer, E. (2015). The myth of the average user: Improving privacy and security systems through individualization. ACM International Conference Proceeding Series, 08-11-Sept, 16\u201328. https:\/\/doi.org\/10.1145\/2841113.2841115","DOI":"10.1145\/2841113.2841115"},{"issue":"5","key":"9842_CR22","doi-asserted-by":"publisher","first-page":"e13216","DOI":"10.2196\/13216","volume":"21","author":"A Fiske","year":"2019","unstructured":"Fiske, A., Henningsen, P., & Buyx, A. (2019). Your robot therapist will see you now: Ethical implications of embodied artificial intelligence in psychiatry, psychology, and psychotherapy. Journal of Medical Internet Research, 21(5), e13216. https:\/\/doi.org\/10.2196\/13216","journal-title":"Journal of Medical Internet Research"},{"key":"9842_CR23","doi-asserted-by":"publisher","unstructured":"Fjeld, J., Achten, N., Hilligoss, H., Nagy, A., & Srikumar, M. (2020). Principled artificial intelligence: Mapping consensus in ethical and rights-based approaches to principles for AI. Berkman Klein Center Research Publication, 2020-1. https:\/\/doi.org\/10.2139\/ssrn.3518482","DOI":"10.2139\/ssrn.3518482"},{"issue":"1","key":"9842_CR24","doi-asserted-by":"publisher","first-page":"15","DOI":"10.1002\/hfm.4530030104","volume":"3","author":"J Fleck","year":"1993","unstructured":"Fleck, J. (1993). Configurations: Crystallizing contingency. International Journal of Human Factors in Manufacturing, 3(1), 15\u201336. https:\/\/doi.org\/10.1002\/hfm.4530030104","journal-title":"International Journal of Human Factors in Manufacturing"},{"issue":"6","key":"9842_CR25","doi-asserted-by":"publisher","first-page":"637","DOI":"10.1016\/0048-7333(94)90014-0","volume":"23","author":"J Fleck","year":"1994","unstructured":"Fleck, J. (1994). Learning by trying: The implementation of configurational technology. Research Policy, 23(6), 637\u2013652. https:\/\/doi.org\/10.1016\/0048-7333(94)90014-0","journal-title":"Research Policy"},{"issue":"6","key":"9842_CR26","doi-asserted-by":"publisher","first-page":"261","DOI":"10.1038\/s42256-019-0055-y","volume":"1","author":"L Floridi","year":"2019","unstructured":"Floridi, L. (2019). Establishing the rules for Building trustworthy AI. Nature Machine Intelligence, 1(6), 261\u2013262. https:\/\/doi.org\/10.1038\/s42256-019-0055-y","journal-title":"Nature Machine Intelligence"},{"issue":"1","key":"9842_CR27","doi-asserted-by":"publisher","first-page":"14","DOI":"10.1016\/j.ijpe.2012.03.002","volume":"138","author":"FS Fogliatto","year":"2012","unstructured":"Fogliatto, F. S., Silveira, D., G. J. C., & Borenstein, D. (2012). The mass customization decade: An updated review of the literature. International Journal of Production Economics, 138(1), 14\u201325. https:\/\/doi.org\/10.1016\/j.ijpe.2012.03.002","journal-title":"International Journal of Production Economics"},{"issue":"1","key":"9842_CR28","first-page":"91","volume":"75","author":"JH Gilmore","year":"1997","unstructured":"Gilmore, J. H., & Pine, B. J. (1997). The four faces of mass customization. Harvard Business Review, 75(1), 91\u2013102.","journal-title":"Harvard Business Review"},{"issue":"2","key":"9842_CR29","doi-asserted-by":"publisher","first-page":"97","DOI":"10.1093\/heapol\/czp067","volume":"25","author":"L Gilson","year":"2009","unstructured":"Gilson, L., & Schneider, H. (2009). Commentary: Managing scaling up: What are the key issues? Health Policy and Planning, 25(2), 97\u201398. https:\/\/doi.org\/10.1093\/heapol\/czp067","journal-title":"Health Policy and Planning"},{"issue":"2","key":"9842_CR30","doi-asserted-by":"publisher","first-page":"183","DOI":"10.15171\/IJHPM.2017.77","volume":"7","author":"D Greenfield","year":"2018","unstructured":"Greenfield, D., Eljiz, K., & Butler-Henderson, K. (2018). It takes two to tango: customization and standardization as colluding logics in healthcare: Comment on (Re) making the procrustean bed standardization and customization as competing logics in healthcare. International Journal of Health Policy and Management, 7(2), 183. https:\/\/doi.org\/10.15171\/IJHPM.2017.77","journal-title":"International Journal of Health Policy and Management"},{"issue":"3","key":"9842_CR31","doi-asserted-by":"publisher","first-page":"324","DOI":"10.1093\/GERONT\/GNAB026","volume":"62","author":"A Grigorovich","year":"2022","unstructured":"Grigorovich, A., Kontos, P., Jenkins, A., & Kirkland, S. (2022). Moving toward the promise of participatory engagement of older adults in gerotechnology. The Gerontologist, 62(3), 324\u2013331. https:\/\/doi.org\/10.1093\/GERONT\/GNAB026","journal-title":"The Gerontologist"},{"issue":"1","key":"9842_CR32","doi-asserted-by":"publisher","first-page":"99","DOI":"10.1007\/s11023-020-09517-8","volume":"30","author":"T Hagendorff","year":"2020","unstructured":"Hagendorff, T. (2020). The ethics of AI ethics: An evaluation of guidelines. Minds and Machines, 30(1), 99\u2013120. https:\/\/doi.org\/10.1007\/s11023-020-09517-8","journal-title":"Minds and Machines"},{"issue":"1","key":"9842_CR34","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1186\/s12877-020-01764-9","volume":"20","author":"A Ho","year":"2020","unstructured":"Ho, A. (2020). Are we ready for artificial intelligence health monitoring in elder care? BMC Geriatrics, 20(1), 1\u20137. https:\/\/doi.org\/10.1186\/s12877-020-01764-9","journal-title":"BMC Geriatrics"},{"key":"9842_CR35","doi-asserted-by":"publisher","first-page":"123158","DOI":"10.1016\/J.TECHFORE.2023.123158","volume":"200","author":"S Hyysalo","year":"2024","unstructured":"Hyysalo, S., & Juntunen, J. K. (2024). Series of configurational movements: User activities in technology generalization. Technological Forecasting and Social Change, 200, 123158. https:\/\/doi.org\/10.1016\/J.TECHFORE.2023.123158","journal-title":"Technological Forecasting and Social Change"},{"key":"9842_CR36","doi-asserted-by":"crossref","unstructured":"Inigo, E. A., Garst, J., Blok, V., & Pentaraki, K. M. (2020). Do voluntary standards support responsible innovation implementation and reporting in industry? The case of the European food sector. Assessment of responsible innovation (pp. 145\u2013168). Routledge.","DOI":"10.4324\/9780429298998-9"},{"issue":"4","key":"9842_CR37","doi-asserted-by":"publisher","first-page":"412","DOI":"10.1287\/stsc.2021.0148","volume":"6","author":"MG Jacobides","year":"2021","unstructured":"Jacobides, M. G., Brusoni, S., & Candelon, F. (2021). The evolutionary dynamics of the artificial intelligence ecosystem. Strategy Science, 6(4), 412\u2013435. https:\/\/doi.org\/10.1287\/stsc.2021.0148","journal-title":"Strategy Science"},{"key":"9842_CR38","doi-asserted-by":"publisher","unstructured":"Jacobson, K., Murali, V., Newett, E., Whitman, B., & Yon, R. (2016). Music personalization at spotify. Proceedings of the 10th ACM Conference on Recommender Systems, 373. https:\/\/doi.org\/10.1145\/2959100.295912","DOI":"10.1145\/2959100.295912"},{"issue":"9","key":"9842_CR39","doi-asserted-by":"publisher","first-page":"389","DOI":"10.1038\/s42256-019-0088-2","volume":"1","author":"A Jobin","year":"2019","unstructured":"Jobin, A., Ienca, M., & Vayena, E. (2019). The global landscape of AI ethics guidelines. Nature Machine Intelligence, 1(9), 389\u2013399. https:\/\/doi.org\/10.1038\/s42256-019-0088-2","journal-title":"Nature Machine Intelligence"},{"key":"9842_CR40","doi-asserted-by":"publisher","unstructured":"Kannan, P. K., Healey, J., & Smith, R. H. (2011). Service customization research: A review and future directions. In H. Demirkan, J. Spohrer, & V. Krishna (Eds.), The science of service systems. service science: Research and innovations in the service economy (pp. 297\u2013324). Springer. https:\/\/doi.org\/10.1007\/978-1-4419-8270-4_17","DOI":"10.1007\/978-1-4419-8270-4_17"},{"issue":"4","key":"9842_CR41","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/S11023-024-09692-Y","volume":"34:4","author":"K Karpathakis","year":"2024","unstructured":"Karpathakis, K., Morley, J., Floridi, & \u00b7 Luciano. (2024). A justifiable investment in AI for healthcare: Aligning ambition with reality. Minds and Machines 2024, 34:4(4), 1\u201340. https:\/\/doi.org\/10.1007\/S11023-024-09692-Y. 34.","journal-title":"Minds and Machines 2024"},{"key":"9842_CR42","doi-asserted-by":"publisher","unstructured":"Kilian, R., J\u00e4ck, L., & Ebel, D. (2025). European AI Standards - Technical Standardization and Implementation Challenges under the EU AI Act. Available at SSRN 5155591.https:\/\/doi.org\/10.2139\/SSRN.5155591","DOI":"10.2139\/SSRN.5155591"},{"key":"9842_CR43","doi-asserted-by":"publisher","first-page":"1456486","DOI":"10.3389\/frai.2024.1456486","volume":"7","author":"J Kim","year":"2024","unstructured":"Kim, J., Maathuis, H., & Sent, D. (2024). Human-centered evaluation of explainable AI applications: A systematic review. Frontiers in Artificial Intelligence, 7, 1456486. https:\/\/doi.org\/10.3389\/frai.2024.1456486","journal-title":"Frontiers in Artificial Intelligence"},{"issue":"2","key":"9842_CR44","doi-asserted-by":"publisher","first-page":"291","DOI":"10.1016\/j.neubiorev.2019.07.014","volume":"44","author":"O Kudina","year":"2019","unstructured":"Kudina, O., & Verbeek, P. P. (2019). Ethics from within: Google glass, the Collingridge dilemma, and the mediated value of privacy. Science Technology & Human Values, 44(2), 291\u2013314. https:\/\/doi.org\/10.1016\/j.neubiorev.2019.07.014","journal-title":"Science Technology & Human Values"},{"issue":"1","key":"9842_CR45","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1038\/s41746-024-01066-z","volume":"7:1","author":"JCC Kwong","year":"2024","unstructured":"Kwong, J. C. C., Nickel, G. C., Wang, S. C. Y., & Kvedar, J. C. (2024). Integrating artificial intelligence into healthcare systems: More than just the algorithm. Npj Digital Medicine 2024, 7:1(1), 1\u20133. https:\/\/doi.org\/10.1038\/s41746-024-01066-z. 7.","journal-title":"Npj Digital Medicine 2024"},{"key":"9842_CR46","doi-asserted-by":"publisher","unstructured":"Laurent, B., & Violle, A. (2025). Scaling up or deep scaling?? Problematizing the scalability imperative in technological innovation. Science Technology & Human Values, 50(2). https:\/\/doi.org\/10.1177\/01622439241259411","DOI":"10.1177\/01622439241259411"},{"key":"9842_CR47","doi-asserted-by":"publisher","first-page":"105957","DOI":"10.1016\/j.clsr.2024.105957","volume":"53","author":"J Laux","year":"2024","unstructured":"Laux, J., Wachter, S., & Mittelstadt, B. (2024). Three pathways for standardisation and ethical disclosure by default under the European union artificial intelligence act. Computer Law & Security Review, 53, 105957. https:\/\/doi.org\/10.1016\/j.clsr.2024.105957","journal-title":"Computer Law & Security Review"},{"issue":"10","key":"9842_CR48","doi-asserted-by":"publisher","first-page":"477","DOI":"10.1097\/01.NCN.0000432127.99644.25","volume":"31","author":"S Lee","year":"2013","unstructured":"Lee, S. (2013). Features of computerized clinical decision support systems supportive of nursing practice: A literature review. CIN - Computers Informatics Nursing, 31(10), 477\u2013495. https:\/\/doi.org\/10.1097\/01.NCN.0000432127.99644.25","journal-title":"CIN - Computers Informatics Nursing"},{"issue":"2","key":"9842_CR49","doi-asserted-by":"publisher","first-page":"85","DOI":"10.1177\/174239530809247","volume":"4","author":"P Lehoux","year":"2008","unstructured":"Lehoux, P. (2008). The duality of health technology in chronic illness: How designers envision our future. Chronic Illness, 4(2), 85\u201397. https:\/\/doi.org\/10.1177\/174239530809247","journal-title":"Chronic Illness"},{"key":"9842_CR50","unstructured":"Li, M. (2021). Generic Enterprise Software Implementation as Context for User-Oriented Design: Three Conditions and their Implications for Vendors Vendors. 12th Scandinavian Conference on Information Systems. 4.https:\/\/www.aisel.aisnet.org\/scis2021\/4."},{"key":"9842_CR51","unstructured":"Li, M., & Nielsen, P. (2019). Making Usable Generic Software. A Matter of Global or Local Design? 10th Scandinavian Conference on Information Systems. 8.https:\/\/www.aisel.aisnet.org\/scis2019"},{"key":"9842_CR52","doi-asserted-by":"publisher","first-page":"377","DOI":"10.1007\/s11257-010-9090-4","volume":"21","author":"H Lindgren","year":"2011","unstructured":"Lindgren, H. (2011). Towards personalized decision support in the dementia domain based on clinical practice guidelines. User Modeling and User-Adapted Interaction, 21, 377\u2013406. https:\/\/doi.org\/10.1007\/s11257-010-9090-4","journal-title":"User Modeling and User-Adapted Interaction"},{"key":"9842_CR54","unstructured":"Lundvall, B. A. (1992). National systems of innovation: Towards a theory of innovation and interactive learning. Francis Printer."},{"key":"9842_CR127","doi-asserted-by":"publisher","unstructured":"Lukkien, D. R. M., Stolwijk, N. E., Ipakchian Askari, S., Hofstede, B. M., Nap, H. H., Boon, W. P. C., Peine, A., Moors, E. H. M., & Minkman, M. M. N. (2024). AI-Assisted Decision-Making in Long-Term Care: Qualitative Study on Prerequisites for Responsible Innovation. JMIR Nursing, 7(1), e55962. https:\/\/doi.org\/10.2196\/55962","DOI":"10.2196\/55962"},{"key":"9842_CR55","doi-asserted-by":"publisher","DOI":"10.1177\/01634437251328200","author":"A Mager","year":"2025","unstructured":"Mager, A., Eitenberger, M., Winter, J., Prainsack, B., Wendehorst, C., & Arora, P. (2025). Situated ethics: Ethical accountability of local perspectives in global AI ethics. Media Culture & Society. https:\/\/doi.org\/10.1177\/01634437251328200","journal-title":"Media Culture & Society"},{"key":"9842_CR56","doi-asserted-by":"publisher","unstructured":"Mannion, R., & Exworthy, M. (2017). (Re) Making the Procrustean Bed? Standardization and Customization as Competing Logics in Healthcare. International Journal of Health Policy and Management, 6(6), 301. https:\/\/doi.org\/10.15171\/ijhpm.2017.35","DOI":"10.15171\/ijhpm.2017.35"},{"issue":"6","key":"9842_CR57","doi-asserted-by":"publisher","first-page":"572","DOI":"10.15171\/ijhpm.2018.07","volume":"7","author":"R Mannion","year":"2018","unstructured":"Mannion, R., & Exworthy, M. (2018). Researching the Co-Existence and continuity of standardization and customization in healthcare: A response to recent commentaries. International Journal of Health Policy and Management, 7(6), 572. https:\/\/doi.org\/10.15171\/ijhpm.2018.07","journal-title":"International Journal of Health Policy and Management"},{"key":"9842_CR58","doi-asserted-by":"publisher","DOI":"10.1080\/09537325.2023.2225108","author":"A Meijer","year":"2023","unstructured":"Meijer, A., Wiarda, M., Doorn, N., & van de Kaa, G. (2023). Towards responsible standardisation: Investigating the importance of responsible innovation for standards development. Technology Analysis and Strategic Management. https:\/\/doi.org\/10.1080\/09537325.2023.2225108","journal-title":"Technology Analysis and Strategic Management"},{"issue":"23\u201324","key":"9842_CR59","doi-asserted-by":"publisher","first-page":"3936","DOI":"10.1111\/jocn.13814","volume":"26","author":"C Melin-Johansson","year":"2017","unstructured":"Melin-Johansson, C., Palmqvist, R., & R\u00f6nnberg, L. (2017). Clinical intuition in the nursing process and decision-making\u2014A mixed-studies review. Journal of Clinical Nursing, 26(23\u201324), 3936\u20133949. https:\/\/doi.org\/10.1111\/jocn.13814","journal-title":"Journal of Clinical Nursing"},{"key":"9842_CR60","doi-asserted-by":"publisher","unstructured":"Menon, A. V., Omar, Z. A., Nahar, N., Papademetris, X., Fiellin, L. E., & Christian, K. (2024). Lessons from Clinical Communications for Explainable AI. Proceedings of the Seventh AAAI\/ACM Conference on AI, Ethics, and Society (AIES-24), 7(Aies). https:\/\/doi.org\/10.1609\/aies.v7i1.31695","DOI":"10.1609\/aies.v7i1.31695"},{"key":"9842_CR61","doi-asserted-by":"publisher","first-page":"S103","DOI":"10.15265\/IYS-2016-s034","volume":"25(S 01)","author":"B Middleton","year":"2016","unstructured":"Middleton, B., Sittig, D. F., & Wright, A. (2016). Clinical decision support: A 25 year retrospective and A 25 year vision. Yearbook of Medical Informatics, 25(S 01), S103\u2013S116. https:\/\/doi.org\/10.15265\/IYS-2016-s034","journal-title":"Yearbook of Medical Informatics"},{"issue":"2","key":"9842_CR62","doi-asserted-by":"publisher","first-page":"216","DOI":"10.1016\/j.healthpol.2014.04.005","volume":"117","author":"E Minvielle","year":"2014","unstructured":"Minvielle, E., Waelli, M., Sicotte, C., & Kimberly, J. R. (2014). Managing customization in health care: A framework derived from the services sector literature. Health Policy, 117(2), 216\u2013227. https:\/\/doi.org\/10.1016\/j.healthpol.2014.04.005","journal-title":"Health Policy"},{"key":"9842_CR63","doi-asserted-by":"publisher","DOI":"10.18742\/pub01-027","author":"M Moore","year":"2016","unstructured":"Moore, M. (2016). Tech giants and civic power. Centre for the Study of Media Communication & Power King\u2019s College London. https:\/\/doi.org\/10.18742\/pub01-027","journal-title":"Centre for the Study of Media Communication & Power King\u2019s College London"},{"key":"9842_CR64","doi-asserted-by":"publisher","first-page":"925","DOI":"10.1016\/j.respol.2006.04.011","volume":"35","author":"JP Murmann","year":"2006","unstructured":"Murmann, J. P., & Frenken, K. (2006). Toward a systematic framework for research on dominant designs, technological innovations, and industrial change. Research Policy, 35, 925\u2013952. https:\/\/doi.org\/10.1016\/j.respol.2006.04.011","journal-title":"Research Policy"},{"key":"9842_CR128","doi-asserted-by":"publisher","unstructured":"Nap, H. H. (2024). AI in Dementia Care. Estudos Interdisciplinares Sobre o Envelhecimento, 29. https:\/\/doi.org\/10.22456\/2316-2171.143414","DOI":"10.22456\/2316-2171.143414"},{"key":"9842_CR129","doi-asserted-by":"publisher","unstructured":"Nap, H. H., Stolwijk, N. E., Ipakchian Askari, S., Lukkien, D. R. M., Hofstede, B. M., Morresi, N., Casaccia, S., Amabili, G., Bevilacqua, R., Margaritini, A., Barbarossa, F., Lin, C.J., Chieh, H.F., Su, F.C., Revel, G. M., Tesfay, E., Bai, D., Wirtjes, C., & Hsu, Y.L. (2024). The evaluation of a decision support system integrating assistive technology for people with dementia at home. Frontiers in Dementia, 3, 1400624. https:\/\/doi.org\/10.3389\/FRDEM.2024.1400624","DOI":"10.3389\/FRDEM.2024.1400624"},{"issue":"4","key":"9842_CR67","doi-asserted-by":"publisher","first-page":"356","DOI":"10.15171\/IJHPM.2017.99","volume":"7","author":"C Needham","year":"2018","unstructured":"Needham, C. (2018). Best of both worlds: Comment on (Re) making the procrustean bed?? Standardization and customization as competing logics in healthcare. International Journal of Health Policy and Management, 7(4), 356. https:\/\/doi.org\/10.15171\/IJHPM.2017.99","journal-title":"International Journal of Health Policy and Management"},{"key":"9842_CR68","doi-asserted-by":"publisher","unstructured":"Nemitz, P. (2018). Constitutional democracy and technology in the age of artificial intelligence. Philosophical Transactions of the Royal Society A: Mathematical Physical and Engineering Sciences, 376(2133). https:\/\/doi.org\/10.1098\/RSTA.2018.0089","DOI":"10.1098\/RSTA.2018.0089"},{"issue":"5","key":"9842_CR69","doi-asserted-by":"publisher","first-page":"364","DOI":"10.1080\/01972243.2022.2105999","volume":"38","author":"B Nicholson","year":"2022","unstructured":"Nicholson, B., Nielsen, P., Sahay, S., & S\u00e6b\u00f8, J. I. (2022). Digital public goods platforms for development: The challenge of scaling. Information Society, 38(5), 364\u2013376. https:\/\/doi.org\/10.1080\/01972243.2022.2105999","journal-title":"Information Society"},{"key":"9842_CR70","doi-asserted-by":"publisher","unstructured":"OECD (2024). Explanatory memorandum on the updated OECD definition of an AI system. In OECD Artificial Intelligence Papers (Issue No. 8). https:\/\/doi.org\/10.1787\/623da898-en","DOI":"10.1787\/623da898-en"},{"key":"9842_CR71","doi-asserted-by":"publisher","unstructured":"\u00d3h\u00c9igeartaigh, S. S., Whittlestone, J., Liu, Y., Zeng, Y., & Liu, Z. (2020). Overcoming barriers to Cross-cultural Cooperation in AI ethics and governance. Philosophy & Technology, 1\u201323. https:\/\/doi.org\/10.1007\/s13347-020-00402-x","DOI":"10.1007\/s13347-020-00402-x"},{"key":"9842_CR72","unstructured":"Oudshoorn, N., & Pinch, T. (2005). How users matter: The co-construction of users and technology. MIT Press."},{"key":"9842_CR130","doi-asserted-by":"publisher","unstructured":"Peine, A. (2009). Understanding the dynamics of technological configurations: A conceptual framework and the case of Smart Homes. Technological Forecasting and Social Change, 76(3), 396\u2013409. https:\/\/doi.org\/10.1016\/j.techfore.2008.04.002","DOI":"10.1016\/j.techfore.2008.04.002"},{"key":"9842_CR131","doi-asserted-by":"publisher","unstructured":"Peine, A., & Moors, E. H. M. (2015). Valuing health technology - habilitating and prosthetic strategies in personal health systems. Technological Forecasting and Social Change, 93, 68\u201381. https:\/\/doi.org\/10.1016\/j.techfore.2014.08.019","DOI":"10.1016\/j.techfore.2014.08.019"},{"key":"9842_CR132","doi-asserted-by":"publisher","unstructured":"Peine, A., & Neven, L. (2019). From Intervention to Co-constitution: New Directions in Theorizing about Aging and Technology. Gerontologist, 59(1), 15\u201321. https:\/\/doi.org\/10.1093\/geront\/gny050","DOI":"10.1093\/geront\/gny050"},{"key":"9842_CR76","doi-asserted-by":"publisher","DOI":"10.1177\/08404704241294255","author":"S Petrie","year":"2024","unstructured":"Petrie, S., McLeod, S., & Ho, K. (2024). From fragmentation to functionality: Enhancing coherence of digital health integration in health systems. Healthcare Management Forum. https:\/\/doi.org\/10.1177\/08404704241294255","journal-title":"Healthcare Management Forum"},{"issue":"1","key":"9842_CR77","doi-asserted-by":"publisher","first-page":"3","DOI":"10.1177\/03063127211048945","volume":"52","author":"S Pfotenhauer","year":"2022","unstructured":"Pfotenhauer, S., Laurent, B., Papageorgiou, K., & Stilgoe, J. (2022). The politics of scaling. Social Studies of Science, 52(1), 3\u201334. https:\/\/doi.org\/10.1177\/03063127211048945","journal-title":"Social Studies of Science"},{"issue":"3","key":"9842_CR78","doi-asserted-by":"publisher","first-page":"187","DOI":"10.3390\/joitmc7030187","volume":"7","author":"A P\u012bl\u0113na","year":"2021","unstructured":"P\u012bl\u0113na, A., Me\u017einska, I., & Lapi\u0146a, I. (2021). Standardization as a catalyst for open and responsible innovation. Journal of Open Innovation: Technology Market and Complexity, 7(3), 187. https:\/\/doi.org\/10.3390\/joitmc7030187","journal-title":"Journal of Open Innovation: Technology Market and Complexity"},{"issue":"3","key":"9842_CR80","doi-asserted-by":"publisher","first-page":"317","DOI":"10.1080\/09537320310001601504","volume":"15","author":"N Pollock","year":"2003","unstructured":"Pollock, N., Williams, R., & Procter, R. (2003). Fitting standard software packages to Non-standard organizations: The \u2018biography\u2019 of an Enterprise-wide system. Technology Analysis & Strategic Management, 15(3), 317\u2013332. https:\/\/doi.org\/10.1080\/09537320310001601504","journal-title":"Technology Analysis & Strategic Management"},{"issue":"2","key":"9842_CR79","doi-asserted-by":"publisher","first-page":"254","DOI":"10.1177\/0306312706066022","volume":"37","author":"N Pollock","year":"2007","unstructured":"Pollock, N., Williams, R., & D\u2019Adderio, L. (2007). Global software and its provenance: Generification work in the production of organizational software packages. Social Studies of Science, 37(2), 254\u2013280. https:\/\/doi.org\/10.1177\/0306312706066022","journal-title":"Social Studies of Science"},{"issue":"3","key":"9842_CR81","doi-asserted-by":"publisher","first-page":"245","DOI":"10.1007\/s10606-014-9202-5","volume":"23","author":"R Procter","year":"2014","unstructured":"Procter, R., Greenhalgh, T., Wherton, J., Sugarhood, P., Rouncefield, M., & Hinder, S. (2014). The day-to-day co-production of ageing in place. Computer Supported Cooperative Work: CSCW: an International Journal, 23(3), 245\u2013267. https:\/\/doi.org\/10.1007\/s10606-014-9202-5","journal-title":"Computer Supported Cooperative Work: CSCW: an International Journal"},{"key":"9842_CR82","doi-asserted-by":"publisher","unstructured":"Rae, J. W., Borgeaud, S., Cai, T., Millican, K., Hoffmann, J., Song, F., Aslanides, J., Henderson, S., Ring, R., Young, S., Rutherford, E., Hennigan, T., Menick, J., Cassirer, A., Powell, R., Van Den Driessche, G., Hendricks, L. A., Rauh, M., Huang, P. S., & Irving, G. (2021). Scaling Language Models: Methods, Analysis & Insights from Training Gopher. ArXiv Preprint ArXiv:2112.11446.https:\/\/doi.org\/10.48550\/arXiv.2112.11446","DOI":"10.48550\/arXiv.2112.11446"},{"issue":"2","key":"9842_CR83","doi-asserted-by":"publisher","first-page":"94","DOI":"10.1177\/089801010001800202","volume":"18","author":"L Rew","year":"2000","unstructured":"Rew, L. (2000). Acknowledging intuition in clinical decision making. Journal of Holistic Nursing, 18(2), 94\u2013108. https:\/\/doi.org\/10.1177\/089801010001800202","journal-title":"Journal of Holistic Nursing"},{"key":"9842_CR133","doi-asserted-by":"publisher","unstructured":"Robinson, D. K. R., Borr\u00e1s, S., & Boon, W. P. C. (2024). Reimagining diffusion: Eight building blocks for reconceptualising the generalisation of innovation into society. Technological Forecasting and Social Change, 123844. https:\/\/doi.org\/10.1016\/j.techfore.2024.123844","DOI":"10.1016\/j.techfore.2024.123844"},{"key":"9842_CR85","unstructured":"Rogers, E. M. (1962). Diffusion of innovations (Third edition). The Free Press."},{"issue":"4","key":"9842_CR86","doi-asserted-by":"publisher","first-page":"294","DOI":"10.1016\/j.infoandorg.2013.08.002","volume":"23","author":"S Sahay","year":"2013","unstructured":"Sahay, S., S\u00e6b\u00f8, J., & Braa, J. (2013). Scaling of HIS in a global context: Same, same, but different. Information and Organization, 23(4), 294\u2013323. https:\/\/doi.org\/10.1016\/j.infoandorg.2013.08.002","journal-title":"Information and Organization"},{"issue":"2","key":"9842_CR87","doi-asserted-by":"publisher","first-page":"162","DOI":"10.1111\/BIOE.12887","volume":"36","author":"M Sand","year":"2022","unstructured":"Sand, M., Dur\u00e1n, J. M., & Jongsma, K. R. (2022). Responsibility beyond design: Physicians\u2019 requirements for ethical medical AI. Bioethics, 36(2), 162\u2013169. https:\/\/doi.org\/10.1111\/BIOE.12887","journal-title":"Bioethics"},{"issue":"3","key":"9842_CR88","doi-asserted-by":"publisher","first-page":"236","DOI":"10.1097\/HMR.0000000000000323","volume":"47","author":"H Scarbrough","year":"2022","unstructured":"Scarbrough, H., & Kyratsis, Y. (2022). From spreading to embedding innovation in health care: Implications for theory and practice. Health Care Management Review, 47(3), 236. https:\/\/doi.org\/10.1097\/HMR.0000000000000323","journal-title":"Health Care Management Review"},{"key":"9842_CR89","doi-asserted-by":"publisher","unstructured":"Schork, N. J. (2019). Artificial intelligence and personalized medicine. In H. Von Hoff, D., Han (Ed.), Precision Medicine in Cancer Therapy. Cancer Treatment and Research, vol 178. (pp. 265\u2013283). Springer, Cham. https:\/\/doi.org\/10.1007\/978-3-030-16391-4_11","DOI":"10.1007\/978-3-030-16391-4_11"},{"key":"9842_CR90","doi-asserted-by":"publisher","first-page":"102908","DOI":"10.1016\/J.AGSY.2020.102908","volume":"184","author":"M Schut","year":"2020","unstructured":"Schut, M., Leeuwis, C., & Thiele, G. (2020). Science of scaling: Understanding and guiding the scaling of innovation for societal outcomes. Agricultural Systems, 184, 102908. https:\/\/doi.org\/10.1016\/J.AGSY.2020.102908","journal-title":"Agricultural Systems"},{"issue":"3","key":"9842_CR91","doi-asserted-by":"publisher","first-page":"509","DOI":"10.14506\/CA36.3.11","volume":"36","author":"N Seaver","year":"2021","unstructured":"Seaver, N. (2021). Care and scale: Decorrelative ethics in algorithmic recommendation. Cultural Anthropology, 36(3), 509\u2013537. https:\/\/doi.org\/10.14506\/CA36.3.11","journal-title":"Cultural Anthropology"},{"issue":"11","key":"9842_CR92","doi-asserted-by":"publisher","first-page":"e26522","DOI":"10.2196\/26522","volume":"23","author":"K Seibert","year":"2021","unstructured":"Seibert, K., Domhoff, D., Bruch, D., Schulte-Althoff, M., F\u00fcrstenau, D., Biessmann, F., & Wolf-Ostermann, K. (2021). Application scenarios for artificial intelligence in nursing care: Rapid review. Journal of Medical Internet Research, 23(11), e26522. https:\/\/doi.org\/10.2196\/26522","journal-title":"Journal of Medical Internet Research"},{"issue":"6","key":"9842_CR93","doi-asserted-by":"publisher","first-page":"563","DOI":"10.2217\/PME-2016-0057","volume":"13","author":"T Sharon","year":"2016","unstructured":"Sharon, T. (2016). The googlization of health research: From disruptive innovation to disruptive ethics. Personalized Medicine, 13(6), 563\u2013574. https:\/\/doi.org\/10.2217\/PME-2016-0057","journal-title":"Personalized Medicine"},{"issue":"4","key":"9842_CR94","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s13347-024-00807-y","volume":"37","author":"LE Siffels","year":"2024","unstructured":"Siffels, L. E., & Sharon, T. (2024). Where technology leads, the problems follow. Technosolutionism and the Dutch contact tracing app. Philosophy and Technology, 37(4), 1\u201333. https:\/\/doi.org\/10.1007\/s13347-024-00807-y","journal-title":"Philosophy and Technology"},{"issue":"4","key":"9842_CR95","doi-asserted-by":"publisher","first-page":"3","DOI":"10.17705\/1jais.00358","volume":"15","author":"L Silsand","year":"2014","unstructured":"Silsand, L., & Ellingsen, G. (2014). Generification by translation: Designing generic systems in context of the local. Journal of the Association for Information Systems, 15(4), 3. https:\/\/doi.org\/10.17705\/1jais.00358","journal-title":"Journal of the Association for Information Systems"},{"issue":"2","key":"9842_CR96","doi-asserted-by":"publisher","first-page":"171","DOI":"10.1370\/AFM.2654","volume":"19","author":"CA Sinsky","year":"2021","unstructured":"Sinsky, C. A., Bavafa, H., Roberts, R. G., & Beasley, J. W. (2021). Standardization vs customization: Finding the right balance. The Annals of Family Medicine, 19(2), 171\u2013177. https:\/\/doi.org\/10.1370\/AFM.2654","journal-title":"The Annals of Family Medicine"},{"key":"9842_CR97","doi-asserted-by":"publisher","unstructured":"Sipos, L., Sch\u00e4fer, U., Glinka, K., & M\u00fcller-Birn, C. (2023). Identifying explanation needs of end-users: Applying and extending the XAI question bank. Proceedings of Mensch Und Computer 2023, 492\u2013497. https:\/\/doi.org\/10.1145\/3603555.3608551","DOI":"10.1145\/3603555.3608551"},{"issue":"2","key":"9842_CR98","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/S10676-024-09769-3","volume":"26","author":"T Speith","year":"2024","unstructured":"Speith, T., Crook, B., Mann, S., Schom\u00e4cker, A., & Langer, M. (2024). Conceptualizing Understanding in explainable artificial intelligence (XAI): An abilities-based approach. Ethics and Information Technology, 26(2), 1\u201315. https:\/\/doi.org\/10.1007\/S10676-024-09769-3","journal-title":"Ethics and Information Technology"},{"key":"9842_CR99","doi-asserted-by":"publisher","unstructured":"Steen, M., Timan, T., Van Diggelen, J., & Vethman, S. (2024). We need better images of AI and better conversations about AI. AI and Society, 1\u201312. https:\/\/doi.org\/10.1007\/s00146-024-02101-z","DOI":"10.1007\/s00146-024-02101-z"},{"key":"9842_CR134","doi-asserted-by":"publisher","unstructured":"Suijkerbuijk, S., Nap, H. H., Cornelisse, L., Ijsselsteijn, W. A., De Kort, Y. A., & Minkman, M. M. (2019). Active involvement of people with dementia: A systematic review of studies developing supportive technologies. Journal of Alzheimer\u2019s Disease, 69(4), 1041\u20131065. https:\/\/doi.org\/10.3233\/JAD-190050","DOI":"10.3233\/JAD-190050"},{"issue":"1","key":"9842_CR101","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1038\/s41746-020-0221-y","volume":"2020 3:1","author":"RT Sutton","year":"2020","unstructured":"Sutton, R. T., Pincock, D., Baumgart, D. C., Sadowski, D. C., Fedorak, R. N., & Kroeker, K. I. (2020). An overview of clinical decision support systems: Benefits, risks, and strategies for success. Npj Digital Medicine, 2020 3:1(1), 1\u201310. https:\/\/doi.org\/10.1038\/s41746-020-0221-y. 3.","journal-title":"Npj Digital Medicine"},{"issue":"4","key":"9842_CR102","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/S10676-024-09809-Y","volume":"26","author":"A Tartaro","year":"2024","unstructured":"Tartaro, A. (2024). Value-laden challenges for technical standards supporting regulation in the field of AI. Ethics and Information Technology, 26(4), 1\u201312. https:\/\/doi.org\/10.1007\/S10676-024-09809-Y","journal-title":"Ethics and Information Technology"},{"key":"9842_CR103","doi-asserted-by":"publisher","first-page":"102685","DOI":"10.1016\/j.techsoc.2024.102685","volume":"79","author":"ML Tielman","year":"2024","unstructured":"Tielman, M. L., Su\u00e1rez-Figueroa, M. C., J\u00f6nsson, A., Neerincx, M. A., & Siebert, C., L (2024). Explainable AI for all - A roadmap for inclusive XAI for people with cognitive disabilities. Technology in Society, 79, 102685. https:\/\/doi.org\/10.1016\/j.techsoc.2024.102685","journal-title":"Technology in Society"},{"issue":"2","key":"9842_CR104","doi-asserted-by":"publisher","first-page":"127","DOI":"10.1007\/S11518-019-5433-9","volume":"29","author":"JM Tien","year":"2020","unstructured":"Tien, J. M. (2020). Toward the fourth industrial revolution on Real-Time customization. Journal of Systems Science and Systems Engineering, 29(2), 127\u2013142. https:\/\/doi.org\/10.1007\/S11518-019-5433-9","journal-title":"Journal of Systems Science and Systems Engineering"},{"key":"9842_CR105","doi-asserted-by":"publisher","first-page":"69","DOI":"10.1146\/annurev.soc.012809.102629","volume":"36","author":"S Timmermans","year":"2010","unstructured":"Timmermans, S., & Epstein, S. (2010). A world of standards but not a standard world: Toward a sociology of standards and standardization. Annual Review of Sociology, 36, 69\u201389. https:\/\/doi.org\/10.1146\/annurev.soc.012809.102629","journal-title":"Annual Review of Sociology"},{"issue":"1","key":"9842_CR106","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1038\/s41591-018-0300-7","volume":"25","author":"EJ Topol","year":"2019","unstructured":"Topol, E. J. (2019). High-performance medicine: The convergence of human and artificial intelligence. Nature Medicine, 25(1), 44\u201356. https:\/\/doi.org\/10.1038\/s41591-018-0300-7","journal-title":"Nature Medicine"},{"issue":"1","key":"9842_CR107","doi-asserted-by":"publisher","first-page":"e55779","DOI":"10.2196\/55779","volume":"26","author":"G Tsafnat","year":"2024","unstructured":"Tsafnat, G., Dunscombe, R., Gabriel, D., Grieve, G., & Reich, C. (2024). Converge or collide?? Making sense of a plethora of open data standards in health care. Journal of Medical Internet Research, 26(1), e55779. https:\/\/doi.org\/10.2196\/55779","journal-title":"Journal of Medical Internet Research"},{"key":"9842_CR108","unstructured":"Utterback, J. M. (1996). Mastering the dynamics of innovation. Harvard Business School Press."},{"issue":"6","key":"9842_CR109","doi-asserted-by":"publisher","first-page":"639","DOI":"10.1016\/0305-0483(75)90068-7","volume":"3","author":"JM Utterback","year":"1975","unstructured":"Utterback, J. M., & Abernathy, W. J. (1975). A dynamic model of process and product innovation. Omega, 3(6), 639\u2013656. https:\/\/doi.org\/10.1016\/0305-0483(75)90068-7","journal-title":"Omega"},{"key":"9842_CR110","doi-asserted-by":"publisher","first-page":"253","DOI":"10.1007\/978-94-007-7762-0_20","volume":"15","author":"I van de Poel","year":"2013","unstructured":"van de Poel, I. (2013). Translating values into design requirements. Philosophy of Engineering and Technology, 15, 253\u2013266. https:\/\/doi.org\/10.1007\/978-94-007-7762-0_20","journal-title":"Philosophy of Engineering and Technology"},{"key":"9842_CR111","doi-asserted-by":"publisher","unstructured":"van der Vlist, F., Helmond, A., & Ferrari, F. (2024). Big AI: Cloud infrastructure dependence and the industrialisation of artificial intelligence. Big Data and Society, 11(1). https:\/\/doi.org\/10.1177\/20539517241232630\/FORMAT\/EPUB","DOI":"10.1177\/20539517241232630\/FORMAT\/EPUB"},{"key":"9842_CR112","doi-asserted-by":"publisher","unstructured":"van Dijck, J., Poell, T., & de Waal, M. (2018). The platform society. Oxford University Press. https:\/\/doi.org\/10.1093\/OSO\/9780190889760.001.0001","DOI":"10.1093\/OSO\/9780190889760.001.0001"},{"key":"9842_CR135","doi-asserted-by":"publisher","unstructured":"Van Hees, S., Greubel, C., Moors, E., & Peine, A. (2023). Valuation in health and ageing innovation practices. Ageing & Society, 43(9), 2022\u20132040. https:\/\/doi.org\/10.1017\/S0144686X21001483","DOI":"10.1017\/S0144686X21001483"},{"key":"9842_CR114","doi-asserted-by":"publisher","first-page":"100108","DOI":"10.1016\/J.JRT.2025.100108","volume":"21","author":"CM van Leersum","year":"2025","unstructured":"van Leersum, C. M., & Maathuis, C. (2025). Human centred explainable AI decision-making in healthcare. Journal of Responsible Technology, 21, 100108. https:\/\/doi.org\/10.1016\/J.JRT.2025.100108","journal-title":"Journal of Responsible Technology"},{"issue":"2","key":"9842_CR115","doi-asserted-by":"publisher","first-page":"227","DOI":"10.1007\/S10551-015-2769-Z\/FIGURES\/3","volume":"143","author":"C Voegtlin","year":"2017","unstructured":"Voegtlin, C., & Scherer, A. G. (2017). Responsible innovation and the innovation of responsibility: Governing sustainable development in a globalized world. Journal of Business Ethics, 143(2), 227\u2013243. https:\/\/doi.org\/10.1007\/S10551-015-2769-Z\/FIGURES\/3","journal-title":"Journal of Business Ethics"},{"key":"9842_CR116","doi-asserted-by":"publisher","first-page":"104153","DOI":"10.1016\/J.IJNURSTU.2021.104153","volume":"127","author":"H von Gerich","year":"2022","unstructured":"von Gerich, H., Moen, H., Block, L. J., Chu, C. H., DeForest, H., Hobensack, M., Michalowski, M., Mitchell, J., Nibber, R., Olalia, M. A., Pruinelli, L., Ronquillo, C. E., Topaz, M., & Peltonen, L. M. (2022). Artificial intelligence -based technologies in nursing: A scoping literature review of the evidence. International Journal of Nursing Studies, 127, 104153. https:\/\/doi.org\/10.1016\/J.IJNURSTU.2021.104153","journal-title":"International Journal of Nursing Studies"},{"key":"9842_CR117","doi-asserted-by":"publisher","unstructured":"von Schomberg, L., & Blok, V. (2023). It takes two to tango: Toward a political concept of responsible innovation. Journal of Responsible Innovation, 10(1). https:\/\/doi.org\/10.1080\/23299460.2023.2264616","DOI":"10.1080\/23299460.2023.2264616"},{"issue":"0","key":"9842_CR118","doi-asserted-by":"publisher","first-page":"100657","DOI":"10.1016\/J.modpat.2024.100657","volume":"0","author":"S Vos","year":"2024","unstructured":"Vos, S., Hebeda, K., Milota, M., Sand, M., Drogt, J., Gr\u00fcnberg, K., & Jongsma, K. (2024). Making pathologists ready for the new AI era: Changes in required competencies. Modern Pathology, 0(0), 100657. https:\/\/doi.org\/10.1016\/J.modpat.2024.100657","journal-title":"Modern Pathology"},{"issue":"1","key":"9842_CR119","doi-asserted-by":"publisher","first-page":"59","DOI":"10.7326\/M19-2548","volume":"172","author":"F Wang","year":"2020","unstructured":"Wang, F., Kaushal, R., & Khullar, D. (2020). Should health care demand interpretable artificial intelligence or accept black box medicine?? Annals of Internal Medicine, 172(1), 59\u201361. https:\/\/doi.org\/10.7326\/M19-2548","journal-title":"Annals of Internal Medicine"},{"key":"9842_CR120","doi-asserted-by":"publisher","first-page":"200","DOI":"10.1145\/3306618.3314289","volume":"195","author":"J Whittlestone","year":"2019","unstructured":"Whittlestone, J., Nyrup, R., Alexandrova, A., & Cave, S. (2019). The role and limits of principles in AI ethics: Towards a focus on tensions. Proceedings of the 2019 AAAI\/ACM Conference on AI Ethics and Society, 195, 200. https:\/\/doi.org\/10.1145\/3306618.3314289","journal-title":"Proceedings of the 2019 AAAI\/ACM Conference on AI Ethics and Society"},{"key":"9842_CR121","doi-asserted-by":"publisher","first-page":"100072","DOI":"10.1016\/J.JRT.2023.100072","volume":"16","author":"M Wiarda","year":"2023","unstructured":"Wiarda, M., & Doorn, N. (2023). Responsible innovation and societal challenges: The multi-scalarity dilemma. Journal of Responsible Technology, 16, 100072. https:\/\/doi.org\/10.1016\/J.JRT.2023.100072","journal-title":"Journal of Responsible Technology"},{"issue":"6","key":"9842_CR122","doi-asserted-by":"publisher","first-page":"65","DOI":"10.1007\/s11948-022-00415-z","volume":"28","author":"M Wiarda","year":"2022","unstructured":"Wiarda, M., van de Kaa, G., Doorn, N., & Yaghmaei, E. (2022). Responsible innovation And de jure standardisation: An in-depth exploration of moral motives, barriers, And facilitators. Science and Engineering Ethics, 28(6), 65. https:\/\/doi.org\/10.1007\/s11948-022-00415-z","journal-title":"Science and Engineering Ethics"},{"issue":"3","key":"9842_CR123","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/S13593-016-0380-Z","volume":"36","author":"S Wigboldus","year":"2016","unstructured":"Wigboldus, S., Klerkx, L., Leeuwis, C., Schut, M., Muilerman, S., & Jochemsen, H. (2016). Systemic perspectives on scaling agricultural innovations. A review. Agronomy for Sustainable Development, 36(3), 1\u201320. https:\/\/doi.org\/10.1007\/S13593-016-0380-Z","journal-title":"Agronomy for Sustainable Development"},{"key":"9842_CR124","doi-asserted-by":"publisher","unstructured":"Wilkinson, D., Namara, M., Badillo-Urquiola, K., Wisniewski, P. J., Knijnenburg, B. P., Page, X., Toch, E., & Romano-Bergstrom, J. (2018). Moving beyond a one-size fits all approach: Exploring Individual Differences in Privacy. Conference on Human Factors in Computing Systems - Proceedings, 1\u20138. https:\/\/doi.org\/10.1145\/3170427.3170617","DOI":"10.1145\/3170427.3170617"},{"key":"9842_CR125","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1145\/3386296.3386302","volume":"125","author":"CT Wolf","year":"2020","unstructured":"Wolf, C. T., & Ringland, K. E. (2020). Designing accessible, explainable AI (XAI) experiences. ACM SIGACCESS Accessibility and Computing, 125, 1\u20131. https:\/\/doi.org\/10.1145\/3386296.3386302","journal-title":"ACM SIGACCESS Accessibility and Computing"},{"key":"9842_CR137","doi-asserted-by":"publisher","unstructured":"Sanderson, C., Douglas, D., & Lu, Q. (2023). Implementing responsible AI: tensions and trade-offs between ethics aspects. ArXiv Preprint ArXiv:2304.08275. https:\/\/doi.org\/10.48550\/arXiv.2304.08275","DOI":"10.48550\/arXiv.2304.08275"},{"key":"9842_CR136","doi-asserted-by":"publisher","unstructured":"Zwierenberg, E., Nap, H. H., Lukkien, D., Cornelisse, L., Finnema, E., Hagedoorn, M., & Sanderman, R. (2018). A lifestyle monitoring system to support (in)formal caregivers of people with dementia: Analysis of users need, benefits, and concerns. Gerontechnology, 17(4), 194\u2013205. https:\/\/doi.org\/10.4017\/gt.2018.17.4.001.00","DOI":"10.4017\/gt.2018.17.4.001.00"}],"container-title":["Ethics and Information Technology"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10676-025-09842-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s10676-025-09842-5","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s10676-025-09842-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,16]],"date-time":"2026-06-16T11:16:31Z","timestamp":1781608591000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s10676-025-09842-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,6,24]]},"references-count":126,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2025,9]]}},"alternative-id":["9842"],"URL":"https:\/\/doi.org\/10.1007\/s10676-025-09842-5","relation":{},"ISSN":["1388-1957","1572-8439"],"issn-type":[{"value":"1388-1957","type":"print"},{"value":"1572-8439","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,6,24]]},"assertion":[{"value":"24 June 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"None.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Statements and declarations"}},{"value":"The authors declare no competing interests.","order":3,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"34"}}