MNJ (Malang Neurology Journal)
Vol. 12 No. 2 (2026): July

SENSITIVITY, PRECISION, AND F1 SCORE OF WEARABLE DEVICES IN ABSENCE SEIZURE MONITORING: A SYSTEMATIC REVIEW

Amri, Zidan Dzulyadain (Unknown)
Setyoadji, Yusuf Omar (Unknown)
Sadinah, Fahrin (Unknown)
Ernanda, Shelby Amrus (Unknown)
Damayanti, Ria (Unknown)



Article Info

Publish Date
01 Jul 2026

Abstract

Background: Absence seizure is one of the most common forms of generalized epilepsy. Wearable devices have been proposed as useful tools to improve clinical care by providing continuous monitoring of patients. This study aimed to evaluate the use of wearable devices for detecting and monitoring absence epilepsy. Methods: This systematic review was performed using PRISMA standards and included cohort studies investigating wearable devices as monitoring tools for absence epilepsy. Literature searches were performed in PubMed, Science Direct, Cochrane, and Google Scholar. Results: Eleven cohort studies published between 2012 and 2025 from France, Turkey, Portugal, Netherlands, Denmark, Belgium, Georgia, USA, and Boston were included, with a total of 1,305 participants. All studies assessed wearable devices for detecting absence seizures and reported diagnostic performance using sensitivity, precision, and F1 score. The pooled descriptive synthesis showed a mean sensitivity of 0.897 (range 0.791–1.000; 11 studies), a mean precision of 0.831 (range 0.540–0.950; 7 studies), and a mean F1 score of 0.858 (range 0.740–0.9639; 7 studies). Only descriptive analysis was possible as most studies did not provide raw diagnostic data or confidence intervals. Conclusion: Wearable devices demonstrate promising performance in detecting absence seizures among patients with absence epilepsy, with high sensitivity, acceptable precision, and overall robust F1 scores across the included studies. However, the lack of standardized data reporting and confidence intervals limits the possibility of meta-analysis. Further large-scale prospective studies are required to validate these findings and support clinical implementation.

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Journal Info

Abbrev

MNJ

Publisher

Subject

Neuroscience

Description

Malang Neurology Journal is a peer-reviewed and open access journal that focuses on promoting neurological sciences generated from basic neurosciences and clinical neurology. This journal publishes original articles, reviews, and also interesting case reports. Brief communications containing short ...