Related Experiment Video
Updated: Jan 31, 2026

A Machine Learning Approach to Design an Efficient Selective Screening of Mild Cognitive Impairment
Published on: January 11, 2020
NEU Screen Shows High Accuracy in Detecting Cognitive Impairment in Older Persons Living With HIV
Anna Prats1, Estela López-Masramon, Núria Pérez-Álvarez
1Anna Prats, MS, is Neuropsychologist, Fundació Lluita contra la SIDA, Hospital Universitari Germans Trias i Pujol, Badalona, Catalonia, Spain; and Doctoral Candidate, Departament de Psiquiatria i Medicina Legal, Universitat Autònoma de Barcelona, Cerdanyola del Vallès, Catalonia, Spain. Estela López-Masramon, MS, is Neuropsychologist, Fundació Lluita contra la SIDA, Hospital Universitari Germans Trias i Pujol, Badalona, Catalonia, Spain. Núria Pérez-Álvarez, PhD, is Statistician, Fundació Lluita contra la SIDA, Hospital Universitari Germans Trias i Pujol, Badalona, Catalonia, Spain; and Assistant Professor, Universitat Politècnica de Catalunya, Barcelona, Catalonia, Spain. Maite Garolera, PhD, is Neuropsychologist, Clinical Research Group for Brain, Cognition and Behavior, Consorci Sanitari Hospital de Terrassa, Terrassa, Catalonia, Spain; and Senior Researcher, Grup de Recerca Consolidat en Neuropsicologia, Universitat de Barcelona, Barcelona, Catalonia, Spain. Carmina R. Fumaz, PhD, is Psychologist, Fundació Lluita contra la SIDA, Hospital Universitari Germans Trias i Pujol, Badalona, Catalonia, Spain. Maria J. Ferrer, MS, is Psychologist, Fundació Lluita contra la SIDA, Hospital Universitari Germans Trias i Pujol, Badalona, Catalonia, Spain. Bonaventura Clotet, PhD, is Physician, Fundació Lluita contra la SIDA, Hospital Universitari Germans Trias i Pujol, Badalona, Catalonia, Spain; Senior Researcher, Institut per la Recerca de la SIDA, IrsiCaixa Badalona, Catalonia, Spain; and Professor, Universitat de Vic, Vic, Catalonia, Spain. Jose A. Muñoz-Moreno, PhD, is Psychologist, Fundació Lluita contra la SIDA, Hospital Universitari Germans Trias i Pujol, Badalona, Catalonia, Spain; and Assistant Professor, Facultat de Psicologia i Ciències de l'Educació, Universitat Oberta de Catalunya, Barcelona, Catalonia, Spain.
Abstract:
The NEUrocognitive (NEU) Screen is a practical tool proposed to screen for HIV-associated cognitive impairment in the clinical setting. This is a pencil-and-paper method that can be applied rapidly (≤10 minutes for administration) and has no copyright limitations. In this study, we aimed at investigating its diagnostic accuracy in an older population of persons living with HIV (PLWH), with cutoffs set at 30, 40, 50, and 60 years. Data were collected from a sample of 368 PLWH who underwent a comprehensive neuropsychological tests battery (gold standard). Results of statistical tests showed that accuracy of the NEU Screen increased with age of the participants. The highest degree of precision, with a sensitivity of 91% and specificity of 92%, was obtained for people ages 60 years or older (correct classification: 91%). These optimal results point to the great potential of the NEU Screen as a tool for detecting cognitive disorders in older PLWH.
Related Concept Videos
Social Cognitive Perspective on Personality
Cognitive Dissonance
Improving Translational Accuracy
Improving Translational Accuracy
Uncertainty in Measurement: Accuracy and Precision
Accuracy and Precision

