ReviewProceedings of the National Academy of Sciences of the United States of America2013
What is a representative brain? Neuroscience meets population science.
Review in Proceedings of the National Academy of Sciences of the United States of America, 2013. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT04279483 (Geo Smoking Study and Neural and Geospatial Examination of Smokers' Exposure to Retail Environments), which is not on this map. Cited by 154 papers, 3 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
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.
Geo Smoking Study and Neural and Geospatial Examination of Smokers' Exposure to Retail Environments
Who cites it
154 citing papers in PubMed, 3 syntheses or guidelines pooled it.
- A research agenda for understanding how social inequality is linked to brain structure and function.Nature human behaviour · 2024Pooled it
- A Polygenic Score for Higher Educational Attainment is Associated with Larger Brains.Cerebral cortex (New York, N.Y. : 1991) · 2019Pooled it
- A systematic review examining the link between psychopathic personality traits, antisocial behavior, and neural reactivity during reward and loss processing.Personality disorders · 2018Pooled it
- Longitudinal associations between screen time activities and working memory neural signatures in adolescents: Sex differences and contextual moderation.Developmental cognitive neuroscience · 2026Article
- Maternal Prenatal Depressive Symptoms and Fetal Amygdala-Cerebellum Functional Connectivity.Journal of the American Academy of Child and Adolescent Psychiatry · 2026Article
- The State of Motion: Demographic and Representational Consequences of Motion-Based Exclusion in FMRI.bioRxiv : the preprint server for biology · 2026Article
- AmygdalaGo-BOLT for boundary-aware segmentation of the human amygdala.Cell reports methods · 2026Article
- Racialized Heteroscedasticity in Neuroimaging Features, Behavior Measures, and Neuroimaging-Based Predictive Models.Research square · 2026Article
- Replicability of multivariate brain-behaviour associations depends on clinical profile.Communications biology · 2026Article
- Empirical validation of race-neutral normative brain morphometry models across ethnoracially diverse populations.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- Generalizability of findings from neurobiological studies of individuals with first-episode psychosis: a cohort study.Schizophrenia (Heidelberg, Germany) · 2026Article
- Dynamic Resting-State Network Markers of Disruptive Behavior Problems in Youth.Biological psychiatry global open science · 2026Article
- Dense longitudinal neuroimaging reveals individual brain change trajectories.Trends in cognitive sciences · 2026Review
- Running virtual reality experiments online: A brief introduction and tutorial.Behavior research methods · 2026Article
- The dual diversity crisis in EEG biomarker research for cognitive fatigue.Psychological medicine · 2026Article
- A Systematic Evaluation of the Performance of Multiple Brain Age Algorithms in Two Cohorts of Youth.Human brain mapping · 2026Article
- Identifying impulsivity and substance use measures in neuroimaging datasets: A scoping review and searchable dataset repository for researchers.Current addiction reports · 2026Article
- The Population Neuroscience-Dementia Syndemics Framework to better understand global sex and gender-based risk in low- and middle-income countries.Nature aging · 2026Review
- Study protocol for the Champaign-Urbana population study.Frontiers in neuroimaging · 2026Article
- Clinical profile impacts the replicability of multivariate brain-behavioural associations.bioRxiv : the preprint server for biology · 2025Article
94 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
19 authors.
Funding
Abstract
The last decades of neuroscience research have produced immense progress in the methods available to understand brain structure and function. Social, cognitive, clinical, affective, economic, communication, and developmental neurosciences have begun to map the relationships between neuro-psychological processes and behavioral outcomes, yielding a new understanding of human behavior and promising interventions. However, a limitation of this fast moving research is that most findings are based on small samples of convenience. Furthermore, our understanding of individual differences may be distorted by unrepresentative samples, undermining findings regarding brain-behavior mechanisms. These limitations are issues that social demographers, epidemiologists, and other population scientists have tackled, with solutions that can be applied to neuroscience. By contrast, nearly all social science disciplines, including social demography, sociology, political science, economics, communication science, and psychology, make assumptions about processes that involve the brain, but have incorporated neural measures to differing, and often limited, degrees; many still treat the brain as a black box. In this article, we describe and promote a perspective--population neuroscience--that leverages interdisciplinary expertise to (i) emphasize the importance of sampling to more clearly define the relevant populations and sampling strategies needed when using neuroscience methods to address such questions; and (ii) deepen understanding of mechanisms within population science by providing insight regarding underlying neural mechanisms. Doing so will increase our confidence in the generalizability of the findings. We provide examples to illustrate the population neuroscience approach for specific types of research questions and discuss the potential for theoretical and applied advances from this approach across areas.
Indexed as
Identifiers
What OpenQuestion holds
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.