Research Projects
Cognitive neuroscience projects
Characterizing cognitive control networks using a precision neuroscience approach
- A project that is characterizing the large-scale brain networks involved in diverse cognitive control processes using deep phenotyping.
- Funded by 5R01MH117772
- Papers:
- [A dual-task approach to inform the taxomony of inhibition-related processes] (https://psycnet.apa.org/record/2023-31463-001)
Data-driven validation of cognitive RDoC dimensions using deep phenotyping
- A project that is reframing the Cognitive Systems component of RDoC using deep phenotyping with behavior and fMRI.
- Funded by 1R01MH130898
Precise brain maps of motor skill training in humans
- A project investigating how functional connectivity changes within individuals over the course of learning a new motor skill
- Funded by the Wu Tsai Human Performance Alliance]
Neural network models of human performance
- A project that is developing end-to-end neural network models for the dynamics of human performance on cognitive control tasks
- Publications:
Challenging existing models and developing new models for response inhibition
- A project aimed at development next-generation models of response inhibition
- Publications: -Severe violations of independence in response inhibition tasks -[Estimating the time to do nothing: Towards next-generation models of response inhibition (https://journals.sagepub.com/doi/10.1177/09637214221121753
Applying novel technologies and methods to inform the ontology of self-regulation
- A study examining the organization of cognitive functions that underlie self-regulatory abilities
- Funded by 5UH3DA041713
- Publications:
- Uncovering the structure of self-regulation through data-driven ontology discovery
- Large-scale analysis of test–retest reliabilities of self-regulation measures
- Applying Novel Technologies and Methods to Inform the Ontology of Self-Regulation
- Relating psychiatric symptoms and self-regulation during the COVID-19 crisis
- Momentary Influences on Self-Regulation in Two Populations With Health Risk Behaviors: Adults Who Smoke and Adults Who Are Overweight and Have Binge-Eating Disorder
- A Psychometric Analysis of the Brief Self-Control Scale
- The cognitive and perceptual correlates of ideological attitudes: a data-driven approach
- Correlation Database of 60 Cross-Disciplinary Surveys and Cognitive Tasks Assessing Self-Regulation
- Measurement in Intensive Longitudinal Data
MyConnectome
- A project that densely characterized brain function in a single individual over the course of 18 months.
- Publications:
- See myconnectome.org for a full list of publications arising from this project
Informatics projects
OpenNeuro
- A data sharing archive for neuroscience data
- Funded by R24MH117179
- Publications:
The impact of AI on Neuroimaging Data Privacy
- A project investigating the effectiveness of deidentification in the context of AI face recognition systems
- Funded by the Stanford Human-Centered Artificial Intelligence Institute
Brain Imaging Data Structure (BIDS)
- A framework for organization of neuroimaging data and metadata
- Funded by R01MH126699, R24MH114705
- Publications:
Experiment Factory
- A platform for online behavioral experimentation
- Funded by Columbia University Science of Behavior Change Resource and Coordinating Center
- Publications:
Neurosynth
- A platform for coordinate-based meta-analysis on neuroimaging data
- Funded by 5R01MH096906
- Publications:
fMRIPrep
- A robust and reproducible preprocessing workflow for fMRI data
- Funded by RF1MH121867
- Publications:
Women’s Brain Health Initiative Data Coordinating Center
- A project to coordinate data from several University of California Imaging Centers in service of better understanding women’s brain health.
Cognitive Atlas
- An ontology for cognitive science
- Funded by 5R01MH082795
- Publications:
Neurovault
- A data sharing archive for summary data from neuroimaging studies
- Publications:
MRIQC
- A quality control tool for structural and functional MRI data
- Publications:
Templateflow
- A FAIR sharing archive and toolkit for neuroimaging templates and atlases
- Publications: