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Machine learning-enhanced prediction model for atrial fibrillation development in patients with concurrent type 2

Yanan Xu1,2,3, Shoupeng Duan4, Wenyuan Yin5

  • 1Pulmonary and Critical Care Medicine, The First Affiliated Hospital of Bengbu Medical University, Anhui, Bengbu, 233030, China.

Nutrition & Metabolism
|December 21, 2025
PubMed
Abstract

No abstract available in PubMed .

Keywords:
Apnea-hypopnea indexAtrial fibrillationInsulin resistanceMultivariable dataPrediction nomogram

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Sleep apnea is a condition where breathing stops intermittently during sleep, often leading to significant health issues. Each episode can last from 10 to 20 seconds or more and is frequently accompanied by a brief arousal from sleep. This disturbance, largely unnoticed by the individual, can lead to severe daytime fatigue. Commonly, individuals seek help after being informed by their partners about loud snoring and noticeable breathing pauses during sleep.
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