Series overview

AI for Syncope Care

Evaluating how advanced analytics reshape syncope workflows

From risk stratification to personalized length-of-stay predictions, explore how AI augments syncope management.

3 parts
Artwork for AI for Syncope Care

All instalments

Start anywhere or work through in order—every post includes links back to this overview.

The Hope and the Hype of Artificial Intelligence for Syncope Management cover Part 1

The Hope and the Hype of Artificial Intelligence for Syncope Management

European Heart Journal Digital Health authors dissect where AI can realistically improve syncope pathways and where current evidence still amounts to hype.

  • June 26, 2025
  • ~1 min read
  • Publications
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Novel Machine Learning Approach to Predict and Personalize Length of Stay for Patients Admitted with Syncope from the Emergency Department cover Part 2

Novel Machine Learning Approach to Predict and Personalize Length of Stay for Patients Admitted with Syncope from the Emergency Department

A million-patient syncope cohort trained a neural network to classify length-of-stay thresholds with AUCs up to 0.88, translating triage data into resource guidance.

  • October 18, 2024
  • ~1 min read
  • Publications
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Can Artificial Intelligence Enhance Syncope Management? A Multidisciplinary Collaborative Statement cover Part 3

Can Artificial Intelligence Enhance Syncope Management? A Multidisciplinary Collaborative Statement

A JACC: Advances consensus outlines how AI can augment syncope care while demanding curated data, explainability, and ethical guardrails.

  • September 15, 2024
  • ~1 min read
  • Publications
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