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Mapping AI startup investment and innovation in healthcare using a five-tier AI systems complexity framework.

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Title: Mapping AI startup investment and innovation in healthcare using a five-tier AI systems complexity framework.
Authors: Zahlan A; Global Business School for Health, University College of London, London, UK. a.zahlan@ucl.ac.uk., Soh PH; Beedie School of Business, Simon Fraser University, Vancouver, BC, Canada., Clarysse B; Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.
Source: NPJ digital medicine [NPJ Digit Med] 2026 Apr 14; Vol. 9 (1). Date of Electronic Publication: 2026 Apr 14.
Publication Type: Journal Article
Journal Info: Publisher: Nature Publishing Group Country of Publication: England NLM ID: 101731738 Publication Model: Electronic Cited Medium: Internet ISSN: 2398-6352 (Electronic) Linking ISSN: 23986352 NLM ISO Abbreviation: NPJ Digit Med Subsets: PubMed not MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Zahlan+A%22">Zahlan A</searchLink>; Global Business School for Health, University College of London, London, UK. a.zahlan@ucl.ac.uk.<br /><searchLink fieldCode="AU" term="%22Soh+PH%22">Soh PH</searchLink>; Beedie School of Business, Simon Fraser University, Vancouver, BC, Canada.<br /><searchLink fieldCode="AU" term="%22Clarysse+B%22">Clarysse B</searchLink>; Department of Management, Technology, and Economics, ETH Zurich, Zurich, Switzerland.
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