ArticleeLife2023
Evidence for embracing normative modeling.
Article in eLife, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT06396520 (Neuroimaging of Babies During Natural Sleep to Assess Typical Development and Cerebral Palsy), which is not on this map. Cited by 101 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neuroimaging of Babies During Natural Sleep to Assess Typical Development and Cerebral Palsy
Who cites it
101 citing papers in PubMed.
- Sex-specific biological aging clocks across organs and omics.Nature medicine · 2026Article
- Charting confidence in white matter brain charts: enabling study planning through stability validation.Journal of medical imaging (Bellingham, Wash.) · 2026Article
- Estimating Accelerated Retinal Decline in Mental Health Disorders Through Normative Modeling.Schizophrenia bulletin · 2026Article
- Perinatal Factors and Neuroimaging Changes for Brain Maturation Among Adolescents.JAMA network open · 2026Article
- Latent representations of early brain development: A multivariate normative model of brain structure and behaviour.Developmental cognitive neuroscience · 2026Article
- Molecular, cellular and network mapping of brain structural deviations in patients with Post-COVID19 syndrome.Brain, behavior, & immunity - health · 2026Article
- Brain network-based stratification of mental health disorders: design and cohort description of the STRATIFY and ESTRA studies.Molecular psychiatry · 2026Review
- Reframing disaster simulation as a translational systems intervention: a design-based comparative analysis of MRMI and the Emergo Train System (ETS).BMC emergency medicine · 2026Article
- Early deviations from normative brain morphology and cortical microstructure in schizophrenia spectrum disorders.Translational psychiatry · 2026Article
- From heterogeneity to translation: data‑driven subtyping of autism in a multilevel framework.Translational psychiatry · 2026Review
- Patterns of Muscle Health in Single- and Multi-Site Chronic Pain: A UK Biobank Normative Modeling Study.medRxiv : the preprint server for health sciences · 2026Article
- ComBat-Predict Enhances Generalizability of Neuroimaging Models to New Sites.Human brain mapping · 2026Article
- Plasma Glial Fibrillary Acidic Protein (GFAP) shows age-dependent associations with externalizing psychopathology and atypical brain connectivity.Translational psychiatry · 2026Article
- A clinical neuroimaging platform for rapid, automated lesion detection and personalized post-stroke outcome prediction.NPJ digital medicine · 2026Article
- Developing Clinically Interpretable Neuroimaging Biotypes in Psychiatry.Biological psychiatry · 2026Review
- Brain charts for neuroanatomical sex differences across the human lifespan.bioRxiv : the preprint server for biology · 2026Article
- Shared neurogenetic architecture links adolescent neurodevelopmental deviations to adult psychopathological procrastination.Molecular psychiatry · 2026Article
- Mapping ADHD Heterogeneity and Biotypes by Topological Deviations in Morphometric Similarity Networks.JAMA psychiatry · 2026Article
- Identifying neurophenotypes of major depressive disorder through normative model of regional homogeneity.Translational psychiatry · 2026Article
- Normative Modeling of Static and Dynamic Functional Connectivity.bioRxiv : the preprint server for biology · 2026Article
41 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
Abstract
In this work, we expand the normative model repository introduced in Rutherford et al., 2022a to include normative models charting lifespan trajectories of structural surface area and brain functional connectivity, measured using two unique resting-state network atlases (Yeo-17 and Smith-10), and an updated online platform for transferring these models to new data sources. We showcase the value of these models with a head-to-head comparison between the features output by normative modeling and raw data features in several benchmarking tasks: mass univariate group difference testing (schizophrenia versus control), classification (schizophrenia versus control), and regression (predicting general cognitive ability). Across all benchmarks, we show the advantage of using normative modeling features, with the strongest statistically significant results demonstrated in the group difference testing and classification tasks. We intend for these accessible resources to facilitate the wider adoption of normative modeling across the neuroimaging community.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.