AI-ECG left bundle branch block risk

There is 1 paper on AI-ECG left bundle branch block risk in aging research: 1 observational study in people. The newest story, Nov 9, 2026: “Heart recordings predict future blocks in electrical pathways”.

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“AUROCs for 0-1, 1-3, and 3-5-year prediction were 0.910, 0.875, and 0.813 for LBBB and 0.859, 0.822, and 0.766 for RBBB.”
Machine Learning-Derived 12-Lead ECG Prediction of Incident Bundle Branch BlockAHA Scientific Sessions 2026 abstract2026doi:10.1161/circ.154.suppl_1.18733
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Incident heart failure

upin humans1

1 study
  1. AI-ECG left bundle branch block risk predicts incident heart failure in humans (5-year HF incidence 48.6% versus 5.5% in highest versus lowest risk tertiles; adjusted HR per SD 2.21 at 5 years).

    “predicted LBBB risk from a single baseline ECG strongly stratified subsequent HF development”

    HumansWithout prior or same-admission heart failure; adjusted for age, sex, QRS duration, PR interval, QTc, and heart rate5 years

    Heart recordings predict future blocks in electrical pathways

    AHA Scientific Sessions 2026 abstract

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Incident complete left bundle branch block

upin humans1

1 study
  1. AI-ECG left bundle branch block risk predicts incident complete left bundle branch block in humans (External validation in MIMIC-IV-ECG) (AUROCs 0.910, 0.875, and 0.813 at 0–1, 1–3, and 3–5 years, respectively).

    “AUROCs for 0-1, 1-3, and 3-5-year prediction were 0.910, 0.875, and 0.813 for LBBB and 0.859, 0.822, and 0.766 for RBBB.”

    HumansExternal validation in MIMIC-IV-ECG0–1, 1–3, and 3–5 yearsn = 81,945

    Heart recordings predict future blocks in electrical pathways

    AHA Scientific Sessions 2026 abstract

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AHA Scientific Sessions 2026 Abstract

Heart recordings predict future blocks in electrical pathways

One-year prediction scores distinguishing future cases from noncases were 0.910 for left-sided block and 0.859 for right-sided block in a separate database.One-year prediction scores distinguishing future cases from noncases were 0.910 for left-sided block and 0.859 for right-sided block in a separate database.

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