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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