[07/09/2024] Poldracklab Software and Data
Previous[07/10/2024] Gamified AssessmentsNext[07/09/2024] Consensus-based Recommendations for Machine-learning-based Science
Last updated
Last updated
Behavioral research can be challenging because of software dependencies. For example, if I have a stroop task that needs a web browser and a set of system libraries to run, if I were to try and share that task with a colleague that does not have that software on his computer, it might not work. This is a huge problem for validating scientific claims that are founded on these experiments, because it means that the work cannot be reproduced. It becomes even more challenging when we need to consider things like storage of data, and how to easily generate customized experiments.
This set of tools, software called “The Experiment Factory” was made for this purpose. A user interested in deploying a behavioral assessment can simply select a grouping of paradigms from the web interface, and build a container to serve them. Once the particular set of paradigms is generated, it (along with dependencies and important settings) are carried forward with the container.
Background
Mumford JA, Bissett PG, Jones HM, Shim S, Rios JAH, Poldrack RA (2024). The response time paradox in functional magnetic resonance imaging analyses. Nature Human Behaviour, 8, 349-360.
Jaffe PI, Poldrack RA, Schafer RJ, Bissett PG (2023). Modelling human behaviour in cognitive tasks with latent dynamical systems. Nature Human Behaviour, 7, 986-1000.
Enkavi AZ, Eisenberg IW, Bissett PG, Mazza GL, MacKinnon DP, Marsch LA, Poldrack RA (2019). Large-scale analysis of test–retest reliabilities of self-regulation measures. Proceedings of the National Academy of Sciences, 116, 5472-5477.
Poldrack RA, Laumann TO, Koyejo O et al. (2015). Long-term neural and physiological phenotyping of a single human. Nature Communications, 6.