Learning Habits
learning-habits (OpenNeuro ds008039)
Task fMRI and T1-weighted brain MRI of 70 participants who learned binary reward choices between stimulus pairs and were then tested, collected to study how habitual choice forms during learning. Includes phase and magnitude fieldmaps for every run.
Overview
Learning Habits is a task fMRI dataset from the Zurich Center for Neuroeconomics at the University of Zurich, built to study how choices turn into habits over the course of learning. Hugo Fluhr, Viktor Timokhov and Stephan Nebe scanned participants while they repeatedly picked one stimulus out of a pair and saw how many points each option was worth. The raw BIDS data are on OpenNeuro as ds008039, released in June 2026 under a CC0 waiver. The Swiss National Science Foundation funded the work through grants 207613 and 215002. No paper is linked from the dataset record.
Composition
The release holds 70 participants with one session each. Subject numbers run from 01 to 73, with 11, 39 and 66 missing. Every participant has a T1-weighted anatomical image, two runs of the learning task and one run of the test task, and a phase and magnitude fieldmap set for each of the three functional runs. Five participants have a second T1-weighted run, giving 75 anatomical and 210 functional images. Event files give the trial timing of stimulus onsets, responses, chosen-stimulus highlighting, point feedback and missed responses. In the learning phase, feedback showed the value of both stimuli in the pair.
Acquisition
All images come from a 3T Philips scanner. Functional runs are 2D gradient-echo EPI with a repetition time of about 2.33 s, an echo time of 30 ms and 40 slices of 3 mm voxels with a 0.5 mm gap. The anatomical images were defaced before release.
Known limitations
- The participants table lists subject IDs only. Age, sex, handedness and health status are not shared.
- No inclusion criteria, recruitment details or behavioural results are documented in the record.
- All images come from a single 3T Philips scanner type in one study.
- Only raw data are shared; there are no preprocessed derivatives.
Cohort
Aggregate numbers from the sources below. Bars are relative to the 70 subjects.
Contrast / sequence
Groups can overlap
- T1-weighted 70 100%
- BOLD fMRI 70 100%
From BIDS file tree of ds008039 snapshot 1.0.0 (CC0), raw NIfTI files under sub-*/ counted per suffix
Scanner vendor
- Philips 70 100%
README: MRI acquisition in OpenNeuro ds008039 snapshot 1.0.0 (dataset_description.json, README, CHANGES and snapshot size)
Field strength
- 3 T 70 100%
README: MRI acquisition in OpenNeuro ds008039 snapshot 1.0.0 (dataset_description.json, README, CHANGES and snapshot size)
Contrast combinations
How many subjects have exactly each set of contrasts.
| T1w | bold | Subjects with exactly this set |
|---|---|---|
70 |
From BIDS file tree of ds008039 snapshot 1.0.0 (CC0), raw NIfTI files under sub-*/ counted per suffix
License and access
Our reading of the license, not legal advice. Before you use the data, read the original license and confirm that your use is allowed. We take no responsibility for how you use a dataset. Full disclaimer
Download without an account
Creative Commons Zero 1.0 Universal
Public domain dedication. Do anything with the data, including commercial use, without asking and without having to give credit.
dataset_description.json of snapshot 1.0.0 states "License" CC0.
What you can do
- Yes
- Yes
- Yes
- Yes
- Yes
What you can share
- Yes
- Yes
- Yes
What you must do
- No
- Share alike No
- No
- No
- Manuscript review No
- Release code No
- Return results No
- Delete after use No
Limits
- No
- Location limits No
Citation
Fluhr H, Timokhov V, Nebe S. learning-habits. OpenNeuro [Dataset] (2026). doi:10.18112/openneuro.ds008039.v1.0.0
Sources
Every number on this page comes from one of these documents. Each chart names the table or page it is taken from. The raw numbers are in stats.csv.
- OpenNeuro ds008039 snapshot 1.0.0 (dataset_description.json, README, CHANGES and snapshot size) website
- participants.tsv of ds008039 snapshot 1.0.0 (CC0), counted per row; the file has no other columns computed
- BIDS file tree of ds008039 snapshot 1.0.0 (CC0), raw NIfTI files under sub-*/ counted per suffix computed