Clinical Score and Machine Learning-Based Model to Predict Diagnosis of Primary Aldosteronism in Arterial Hypertension

Hypertension. 2021 Nov;78(5):1595-1604. doi: 10.1161/HYPERTENSIONAHA.121.17444. Epub 2021 Sep 7.

Authors

Affiliations

¹ From the Division of Internal Medicine and Hypertension Unit, Department of Medical Sciences, University of Torino, Italy (F.B., J.B., R.C., V.F., E.S., M.T., F.V., T.A.W., P.M., S.M.).
² Department of Electrical, Electronic and Information Engineering "Guglielmo Marconi" (DEI), University of Bologna, Italy (A.B.).
³ Medizinische Klinik und Poliklinik IV, Klinikum der Universität, Ludwig-Maximilians-Universität München, Munich, Germany (D.H., C.A., L.M.M., T.A.W.).

^# Contributed equally.

PMID: 34488439
DOI: 10.1161/HYPERTENSIONAHA.121.17444

Abstract

[Figure: see text].

Keywords: aldosterone; hypertension; kidney; machine learning; prevalence.

Publication types

Research Support, Non-U.S. Gov't

MeSH terms

Adult
Female
Humans
Hyperaldosteronism / complications
Hyperaldosteronism / diagnosis*
Hypertension / blood
Hypertension / etiology*
Machine Learning*
Male
Middle Aged
Potassium / blood
Probability

Substances

Potassium