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Long-term, ambulatory 12-lead ECG from a single non-standard lead using perceptual reconstruction

2025-12-19 cardiovascular medicine Title + abstract only
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BackgroundDespite its broadening indications, the implantable cardiac monitor (ICM) records a narrow, nonstandard electrocardiogram (ECG) signal which precludes morphological and functional assessments or the application of 12-lead ECG models. We hypothesize that deep learning can be used to reconstruct 12-lead ECG from a single ICM lead for continuously assessing clinical endpoints outside of rhythm detection alone. ObjectiveTo reconstruct 12-lead ECG from a single ICM lead to detect conductio...

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