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Article

Data-driven phenotyping : graphical models for model-based phenotyping of sleep apnea.

IEEE pulse - 1 Jan 2000

Nemati Shamin, Orr Jeremy, Malhotra Atul

Abstract excerpt

Sleep apnea is a multifactorial disease with a complex underlying physiology, which includes the chemoreflex feedback loop controlling ventilation. The instability of this feedback loop is one of the key factors contributing to a number of sleep disorders, including Cheyne?Stokes respiration and obstructive sleep apnea (OSA). A major limitation of the conventional characterization of this feedback loop is the...

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Identifiers

PMID: 25437474
DOI: 10.1109/MPUL.2014.2339402
PMCID: PMC4342004

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PubMed metadata and Literature Corpus relationships. Corpus snapshot updated 5 Sept 2026. Manifest publication-graph-cohort-2026-09-05.1.

Source receipt: pubmed, retrieved 5 Sept 2026.

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