Article

The Burden of Reliability: How Measurement Noise Limits Brain-Behaviour Predictions

2023-02-10

Abstract excerpt

Major efforts in human neuroimaging strive to understand individual differences and find biomarkers for clinical applications by predicting behavioural phenotypes from brain imaging data. An essential prerequisite for identifying generalizable and replicable brain-behaviour prediction models is sufficient measurement reliability. However, the selection of prediction targets is predominantly guided by scientific in...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: 5b2250f0-f66e-58db-9f58-25ee070a2967
DOI: 10.1101/2023.02.09.527898

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

The Burden of Reliability: How Measurement Noise Limits Brain-Behaviour PredictionsDOI 10.1101/2023.02.09.527898Read

How measurement noise limits the accuracy of brain-behaviour predictions.Semantic proximity Read

Reporting details of neuroimaging studies on individual traits prediction: A literature survey.Semantic proximity Read

Replicable brain-phenotype associations require large-scale neuroimaging data.Semantic proximity Read

Brain-phenotype models fail for individuals who defy sample stereotypes.Semantic proximity Read

Reproducibility of neuroimaging studies of brain disorders with hundreds -not thousands- of participantsSemantic proximity Read

Reproducible brain-wide association studies require thousands of individuals.Semantic proximity Read

On stability of Canonical Correlation Analysis and Partial Least Squares with application to brain-behavior associationsSemantic proximity Read

Performance reserves in brain-imaging-based phenotype prediction.Semantic proximity Read

Replicability of multivariate brain-behaviour associations depends on clinical profileSemantic proximity Read

Clinical Promise of Brain-Phenotype Modeling: A Review.Semantic proximity Read

Neuroimaging-based Individualized Prediction of Cognition and Behavior for Mental Disorders and Health: Methods and PromisesSemantic proximity Read

Effects of measurement errors on relationships between resting-state functional connectivity and psychological phenotypes: structural equation modelingSemantic proximity Read