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From Artificial Intelligence to Robotics: How to Navigate Technological Innovation in Radiology With the Gartner Hype

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  • 1Department of Radiology, New York University Langone Health, New York, New York (S.D.).

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Summary

Radiology innovations are mapped onto the Gartner hype cycle to differentiate impactful technologies from fleeting trends. This framework helps radiologists, trainees, and leaders strategically adopt emerging tools for lasting practice improvement.

Keywords:
Advanced imaging techniquesArtificial intelligenceClinical practice paradigmsGartner hype cycleTechnology and innovation

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Area of Science:

  • Radiology
  • Medical Imaging
  • Health Informatics

Background:

  • Radiology is experiencing rapid technological and practice evolution.
  • Distinguishing impactful innovations from transient trends is challenging.
  • Emerging technologies require strategic adoption frameworks.

Purpose of the Study:

  • To map key advances in radiology onto the Gartner hype cycle.
  • To provide strategic considerations for navigating emerging technologies.
  • To guide the identification and adoption of meaningful innovations in radiology.

Main Methods:

  • A narrative review utilizing an expert-informed framework.
  • Targeted appraisal of the scientific literature.
  • Mapping advances across software, advanced imaging, and practice paradigms.

Main Results:

  • Key radiological advances were analyzed using the Gartner hype cycle framework.
  • Three core areas were assessed: software/algorithms, advanced imaging, and clinical practice.
  • Strategic considerations for stakeholders were developed.

Conclusions:

  • Radiologists, trainees, and leaders must collaborate to guide technology adoption.
  • Developing clinical-technical expertise and systemic governance is crucial.
  • Navigating the hype cycle enables evidence-driven implementation of innovations.