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October 9, 2025Open Access

The Application of Artificial Intelligence in Healthcare Practice: An Umbrella Review

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Authors

AAAdam AndersenRHRuiping HuangELEnduo Liu

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Overview

This umbrella review examines AI's role in diagnosis, treatment planning, and ethical concerns in healthcare.

Key Points

  • AI applications in healthcare were predominantly focused on diagnosis, prognosis, and treatment planning, with novel uses steadily increasing.
  • Of the 181 systematic reviews analyzed, 70% of training data sources came from diagnostic imaging, electronic health records, and biomarkers.
  • Ethical concerns related to AI were reported in 64.6% of reviews, with privacy and model accuracy emerging as significant themes.
  • The increasing focus on human-centered AI emphasizes the need for improved governance and ethical oversight in healthcare applications.

Cite This Study

Andersen et al. (2025) studied this question.

synapsesocial.com/papers/68e70da790569dd607ee5c65https://doi.org/10.1101/2025.10.05.25337356
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