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Assessment of Adherence to Reporting Guidelines by Commonly Used Clinical Prediction Models From a Single Vendor

2022·43 Zitationen·JAMA Network OpenOpen Access
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43

Zitationen

7

Autoren

2022

Jahr

Abstract

These findings suggest that consistent reporting recommendations for clinical predictive models are needed for model developers to share necessary information for model deployment. The many published guidelines would, collectively, require reporting more than 200 items. Model documentation from 1 vendor reported the most commonly requested items from model reporting guidelines. However, areas for improvement were identified in reporting items related to model reliability and fairness. This analysis led to feedback to the vendor, which motivated updates to the documentation for future users.

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Artificial Intelligence in Healthcare and EducationMachine Learning in HealthcareMeta-analysis and systematic reviews
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