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Articles

Artificial intelligence (AI) healthcare technology innovations: the current state and challenges from a life science industry perspective

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Pages 179-193 | Received 18 Aug 2020, Accepted 12 Aug 2021, Published online: 15 Sep 2021

References

  • Anell, A., A. H. Glenngård, and S. Merkur. 2012. “Health Systems in Transition – Sweden: Health System Review.” Health Systems Transition 14 (5): 1–159.
  • Bergek, A., S. Jacobsson, B. Carlsson, S. Lindmark, and A. Rickne 2008. “Analyzing the Functional Dynamics of Technological Innovation Systems: A Scheme of Analysis.” Research Policy 37 (3): 407–429.
  • Bergman, B., A. Hellström, S. Lifvergren, and S. M. Gustavsson. 2015. “An Emerging Science of Improvement in Health Care.” Quality Engineering 27 (1): 17–34.
  • Carlsson, B., and R. Stankiewicz. 1991. “On the Nature, Function and Composition of Technological Systems.” Journal of Evolutionary Economics 1 (2): 93–118.
  • Creswell, J. W., V. L. Clark, M. L. Gutmann, and W. E. Hanson. 2003. “Advanced Mixed Methods Research Designs.” In Handbook of Mixed Methods in Social and Behavioral Research, edited by A. Tashakkori and C. Teddlie, 209–240. Thousand Oaks, CA: Sage.
  • Dutta, S., B. Lanvin, and S. Wunsch-Vincent. 2018. Global Innovation Index 2018: Energizing the World with Innovation. Ithaca, Fontainebleu, Geneva: Cornell University.
  • Effken, J. A. 2002. “Different Lenses, Improved Outcomes: A New Approach to the Analysis and Design of Healthcare Information Systems.” International Journal of Medical Informatics 65 (1): 59–74.
  • Eisenhardt, K. M. 1989. “Building Theories from Case Study Research.” Academy of Management Review 14 (4): 532–550.
  • Esteva, A., B. Kuprel, R. A. Novoa, J. Ko, S. M. Swetter, H. M. Blau, and S. Thrun. 2017. “Dermatologist-level Classification of Skin Cancer with Deep Neural Networks.” Nature 542 (7639): 115–118.
  • European Commission. 2015. “User Guide to the SME Definition.” Accessed April 10, 2018 https://ec.europa.eu/regional_policy/sources/conferences/state-aid/sme/smedefinitionguide_en.pdf.
  • Flick, U. 2018. An Introduction to Qualitative Research, 6th ed. London: Sage Publications.
  • Haenssle, H. A., C. Fink, R. Schneiderbauer, F. Toberer, T. Buhl, A. Blum, A. Kalloo, et al. 2018. “Man Against Machine: Diagnostic Performance of a Deep Learning Convolutional Neural Network for Dermoscopic Melanoma Recognition in Comparison to 58 Dermatologists.” Annals of Oncology 29 (8): 1836–1842.
  • Hekkert, M. P., and S. O. Negro. 2009. “Functions of Innovation Systems as a Framework to Understand Sustainable Technological Change: Empirical Evidence for Earlier Claims.” Technological Forecasting and Social Change 76 (4): 584–594.
  • Hekkert, M. P., R. A. A. Suurs, S. O. Negro, S. Kuhlmann, and R. E. H. M. Smits. 2007. “Functions of Innovation Systems: A New Approach for Analysing Technological Change.” Technological Forecasting and Social Change 74 (4): 413–432.
  • Hellsmark, H., J. Mossberg, P. Söderholm, and J. Frishammar. 2016. “Innovation System Strengths and Weaknesses in Progressing Sustainable Technology: The Case of Swedish Biorefinery Development.” Journal of Cleaner Production 131: 702–715.
  • Jiang, F., Y. Jiang, H. Zhi, Y. Dong, H. Li, S. Ma, Y. Wang, Q. Dong, H. Shen, and Y. Wang. 2017. “Artificial Intelligence in Healthcare: Past, Present and Future.” Stroke and Vascular Neurology 2 (4): 230–243.
  • Kingston, A., L. Robinson, H. Booth, M. Knapp, and C. Jagger. 2018. “Projections of Multi-morbidity in the Older Population in England to 2035: Estimates from the Population Ageing and Care Simulation (PACSim) Model.” Age and Ageing 47 (3): 374–380.
  • Kukk, P., E. H. M. Moors, and M. P. Hekkert. 2016. “Institutional Power Play in Innovation Systems: The Case of Herceptin®.” Research Policy 45 (8): 1558–1569.
  • Larisch, L.-M., I. Amer-Wåhlin, P. Hidefjäll. 2016. “Understanding Healthcare Innovation Systems: The Stockholm Region Case.” Journal of Health Organization and Management 30 (8): 1221–1241.
  • Laurenza, E., M. Quintano, F. Schiavone, and D. Vrontis. 2018. “The Effect of Digital Technologies Adoption in Healthcare Industry: A Case Based Analysis.” Business Process Management Journal 24 (5): 1124–1144.
  • Lennon, M. R., M.-M. Bouamrane, A. M. Devlin, S. O'Connor, C. O'Donnell, U. Chetty, R. Agbakoba, et al. 2017. “Readiness for Delivering Digital Health at Scale: Lessons from a Longitudinal Qualitative Evaluation of a National Digital Health Innovation Program in the United Kingdom.” Journal of Medical Internet Research 19 (2): e42. https://doi.org/10.2196/jmir.6900
  • Liddell, M., and G. Ayling. 2011. Reid, Innovation Health and Wealth, Accelerating Adoption and Diffusion in the NHS. Department of Health, NHS Improvement & Efficiency Directorate, Innovation and Service Improvement, UK.
  • Markard, J., and B. Truffer. 2008. “Actor-oriented Analysis of Innovation Systems: Exploring Micro–Meso Level Linkages in the Case of Stationary Fuel Cells.” Technology Analysis and Strategic Management 20 (4): 443–464.
  • Nilsson, J., M. Ohlsson, L. Thulin, P. Höglund, S. A. M. Nashef, and J. Brandt. 2006. “Risk Factor Identification and Mortality Prediction in Cardiac Surgery Using Artificial Neural Networks.” The Journal of Thoracic and Cardiovascular Surgery 132: 12–19.e1.
  • OECD/Eurostat. 2018. Oslo Manual 2018: Guidelnes for Collecting, Reporting and Using Data on Innovation, 4th Edition. The Measurement of Scientific, Technological and Innovation Activities. Paris/Eurostat, Luxembourg: OECD Publishing, Paris/Eurostat.
  • Ortiz-Catalan, M., R. Brånemark, and B. Håkansson. 2013. “BioPatRec: A Modular Research Platform for the Control of Artificial Limbs Based on Pattern Recognition Algorithms.” Source Code for Biology and Medicine 8 (1): 1–18.
  • Regeringskansliet. 1949. Accessed May 20, 2018. http://rkrattsbaser.gov.se/sfsr?bet=1949:345.
  • Rickne, A. 2000. “New Technology-based Firms and Industrial Dynamics: Evidence from the Technological System of Biomaterials in Sweden, Ohio and Massachusetts”, Doctoral Thesis. Chalmers University of Technology, no. 1659, pp. 1–340.
  • SKL. 2013. Agreement Regarding Rules of Cooperation, Stockholm.
  • Tchouaket, É. N., P. A. Lamarche, L. Goulet, and A. P. Contandriopoulos. 2012. “Health Care System Performance of 27 OECD Countries.” The International Journal of Health Planning and Management 27 (2): 104–129.
  • Wieczorek, A. J., S. O. Negro, R. Harmsen, G. J. Heimeriks, L. Luo, and M. P. Hekkert. 2013. “A Review of the European Offshore Wind Innovation System.” Renewable and Sustainable Energy Reviews 26: 294–306.