AI-driven clinical decision support for early diagnosis and treatment planning in patients with suspected sleep apnea using clinical and demographic data before sleep studies

ML techniques applied to routine data allow the identification of meaningful clinical clusters in patients with suspected SA. These clusters can guide differential diagnostic testing and personalized treatment strategies. The ICDSS enables early and accurate patient classification, supporting a precision medicine approach in sleep medicine.

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Publication Details

Journal
npj Primary Care Respiratory Medicine
Published
2025-11-20
DOI
https://doi.org/10.1038/s41533-025-00455-5
Citations
1
Primary Topic
Obstructive Sleep Apnea Research
Type
article
Field-Weighted Citation Impact
1.16

Funders

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article

AI-driven clinical decision support for early diagnosis and treatment planning in patients with suspected sleep apnea using clinical and demographic data before sleep studies

María Torres‐Durán, Manuel Casal-Guisande, Mar Mosteiro, Alberto Fernández‐Villar
1 citations
npj Primary Care Respiratory Medicine
Obstructive Sleep Apnea Research
1.16
article

AI-driven clinical decision support for early diagnosis and treatment planning in patients with suspected sleep apnea using clinical and demographic data before sleep studies

María Torres‐Durán, Manuel Casal-Guisande, Mar Mosteiro, Alberto Fernández‐Villar
article en
1 citations

Abstract

ML techniques applied to routine data allow the identification of meaningful clinical clusters in patients with suspected SA. These clusters can guide differential diagnostic testing and personalized treatment strategies. The ICDSS enables early and accurate patient classification, supporting a precision medicine approach in sleep medicine.

npj Primary Care Respiratory MedicineVol. 35(1)
University Hospital Complex Of Vigo (ES), Galicia Sur Biomedical Foundation (ES), Centro de Investigación Biomédica en Red (ES), Centro de Investigación Biomédica en Red de Cáncer (ES), Universidade de Vigo (ES)
European Commission, Instituto de Salud Carlos III
Openalex Percentile: Top 16%
Obstructive Sleep Apnea Research
1.16
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