No Normal Brain: How Demographic Exclusion Undermines Neuroimaging AI Validity

Demographic exclusion in neuroimaging AI represents a fundamental threat to research validity and clinical safety. Diversity, equity, and inclusion initiatives provide essential mechanisms for ensuring scientific rigor by acknowledging neurological diversity as biological reality rather than statistical inconvenience.

Authors

Publication Details

Journal
Journal of Clinical Epidemiology
Published
2026-02-01
DOI
https://doi.org/10.1016/j.jclinepi.2026.112199
Primary Topic
Aging and Gerontology Research
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

No Normal Brain: How Demographic Exclusion Undermines Neuroimaging AI Validity

Thorsten Rudroff
Journal of Clinical Epidemiology
Aging and Gerontology Research
article

No Normal Brain: How Demographic Exclusion Undermines Neuroimaging AI Validity

Thorsten Rudroff
article en

Abstract

Demographic exclusion in neuroimaging AI represents a fundamental threat to research validity and clinical safety. Diversity, equity, and inclusion initiatives provide essential mechanisms for ensuring scientific rigor by acknowledging neurological diversity as biological reality rather than statistical inconvenience.

Journal of Clinical Epidemiology
Reduced inequalities
Openalex Percentile: Top 72%
Aging and Gerontology Research
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.

No Normal Brain: How Demographic Exclusion Undermines Neuroimaging AI Validity — Thorsten Rudroff · Journal of Clinical Epidemiology (2026) | TGRS Research Map | TGRS