Detecting ADHD through natural language processing and stylometric analysis of adolescent narratives

These findings suggest that NLP and stylometry can enhance ADHD diagnostics by providing objective linguistic markers, thereby improving both its understanding and diagnostic procedures. Further research is needed to validate these methods in larger and more diverse populations.

Authors

Institutions

Publication Details

Journal
Frontiers in Child and Adolescent Psychiatry
Published
2025-05-09
DOI
https://doi.org/10.3389/frcha.2025.1519753
Citations
3
Primary Topic
Attention Deficit Hyperactivity Disorder
Type
article
Field-Weighted Citation Impact
4.41

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Detecting ADHD through natural language processing and stylometric analysis of adolescent narratives

Elena Poznyak, Florian Cafiero, Jessica Lee Samson, Martin Debbané et al.
3 citations
Frontiers in Child and Adolescent Psychiatry
Attention Deficit Hyperactivity Disorder
4.41
article

Detecting ADHD through natural language processing and stylometric analysis of adolescent narratives

Elena Poznyak, Florian Cafiero, Jessica Lee Samson, Martin Debbané, Simon Gabay, Halima Rafi, Juan Barrios
article en
3 citations

Abstract

These findings suggest that NLP and stylometry can enhance ADHD diagnostics by providing objective linguistic markers, thereby improving both its understanding and diagnostic procedures. Further research is needed to validate these methods in larger and more diverse populations.

Frontiers in Child and Adolescent PsychiatryVol. 4
University of Geneva (CH), École Nationale des Chartes (FR), University College London (GB)
National Science Foundation, Agenția Națională pentru Cercetare și Dezvoltare, Schweizerischer Nationalfonds zur Förderung der Wissenschaftlichen Forschung, Agencia Nacional de Investigación y Desarrollo, CHIST-ERA
Quality Education
Openalex Percentile: Top 6%
Attention Deficit Hyperactivity Disorder
4.41
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.