Phases of the Innovation Funnel for Valuable AI in Healthcare [

Phases of the Innovation Funnel for Valuable AI in Healthcare [

<p><a href="/article/info:doi/10.1371/journal.pdig.0000847#pdig.0000847.ref021" target="_blank">21</a>] (IFVAIH). Abbreviations: AIPA: Artificial Intelligence Prediction Algorithm.</p>

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Bibliographic Details
Main Author:	Jobbe P.L. Leenen (21261676) (author)
Other Authors:	Paul Hiemstra (21261679) (author), Martine M. Ten Hoeve (21261682) (author), Anouk C.J. Jansen (21261685) (author), Joris D. van Dijk (12239872) (author), Brian Vendel (21261688) (author), Guido Versteeg (21261691) (author), Gido A. Hakvoort (21261694) (author), Marike Hettinga (20640110) (author)
Published:	2025
Subjects:	Microbiology Neuroscience Biotechnology Cancer Science Policy Hematology Biological Sciences not elsewhere classified Information Systems not elsewhere classified six themes emerged mean duration 52 facilitate personalized treatment balancing divergent perspectives also enforce standardization standardize development processes enhance patient quality develop clear strategies implementing ai models effective ai integration including meeting preconditions ai development focusing optimize clinical workflows scale clinical implementation successful ai implementation ai development clinical workflows ai implementation emphasizing quality clinical settings clinical practice clear vision clear path valuable ai integrating ai bringing ai unclear implications thirteen semi thematic analysis study highlights structured interviews shown potential requires facilitation required skills qualitative study pull vs prior experience often hindered multidisciplinary collaboration late involvement interview study interview guide innovation funnel evolving laws complex nature challenging communication artificial intelligence appropriate skills
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Summary:	<p><a href="/article/info:doi/10.1371/journal.pdig.0000847#pdig.0000847.ref021" target="_blank">21</a>] (IFVAIH). Abbreviations: AIPA: Artificial Intelligence Prediction Algorithm.</p>

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