Work

Development and Validation of a Protein Electrophoresis Classification Algorithm: Tabular Data-Based Alternative

Year: 2026

Type: article

Abstract: Serum protein electrophoresis (SPE) is routinely interpreted through visual assessment of electropherogram images by medical laboratory scientists. We introduce an efficient tabular data-based machine learning approach that directly leverages numerical SPE profiles, offering a robust and interpretable alternative to image-based deep learning methods.

Source: JMIR Formative Research

DOI: 10.2196/83124

Authors: Auriane Mazuir, Gatien Ricotier, Pierre Filhine-Tresarrieu

Institutions: Institut de Recherche Mathématique Avancée, Adaptation Biologique et Vieillissement

Language: English

Topic: Artificial Intelligence in Healthcare

Subfield: Health Information Management

Field: Health Professions

Domain: Health Sciences

SDG: Good health and well-being

Open Access status: gold

Estimated APC paid: $1,900