Download `1. Behavioural Analysis.mat` from the OSF Stats Datasets component and the `Behavioural_Analysis.m` and `Experiment_Task.m` scripts from the OSF Analysis Scripts and Task Script components. The processed MAT file is small and contains the behavioural trial matrix used for mixed-effects analyses.
Dataset
Walsh prior-cue human contrast discrimination OSF dataset
Public OSF dataset for a human contrast-discrimination EEG/SSVEP task in which valid, invalid, and neutral probabilistic cues bias decisions about the relative contrast of two overlaid flickering gratings. The MVP uses the processed behavioural stats matrix plus the original analysis and task scripts to create canonical trial rows.
Access notes
Data formats
- MATLAB .mat
- MATLAB analysis scripts
- SPSS .sav companion stats datasets
- derived canonical trial tables to be generated
Expected trial-table mapping
Canonical fields the harmonizer expects this dataset to populate.
| Canonical field | Source mapping |
|---|---|
| choice | Source lower-frequency response flag mapped to canonical right; higher-frequency response mapped to left. |
| correct | Source performance code 1 correct and 2 incorrect. |
| evidence_strength | Absolute target-minus-distractor contrast difference. |
| feedback | Correct trials mapped to reward, incorrect trials to error. |
| prior_context | Source cue code mapped to cue=neutral, cue=valid, or cue=invalid. |
| response_time | Source RT in seconds from evidence onset. |
| session_id | Fixed processed dataset id `walsh-prior-cue-human-contrast-osf`. |
| stimulus_side | Canonical convention only: lower-frequency target mapped to right and higher-frequency target mapped to left. |
| stimulus_value | `deltaC` converted to target-minus-distractor contrast percentage points; positive values mean the lower-frequency grating was the target. |
| subject_id | Source subject code 1-12 mapped to subject-A through subject-L. |
| task_variables | Cue code, pulse code, exposure bin, deltaC, target/distractor contrasts, lower-frequency response, reconstructed target frequency, and the canonical low/high-frequency convention. |
| training_stage | Source task-exposure bin 1-5. |
| trial_index | Row index within OSF `1. Behavioural Analysis.mat` variable `dataset`. |
Caveats
- The OSF record did not expose an explicit data license in its API metadata.
- The processed stats matrix preserves lower-frequency versus higher-frequency responses, not the original left/right tilt response.
- Raw EEG/behaviour archives are larger and are not required for this MVP behavioural slice.
Papers
Findings
Curves attached to this dataset on shared signed-evidence axes.
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · chronometric · cue=invalid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · chronometric · cue=neutral processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · chronometric · cue=valid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=invalid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=neutral processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=valid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=invalid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=invalid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=invalid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=invalid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=invalid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=invalid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=invalid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=invalid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=invalid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=invalid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=invalid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=invalid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=neutral processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=neutral processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=neutral processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=neutral processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=neutral processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=neutral processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=neutral processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=neutral processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=neutral processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=neutral processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=neutral processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=neutral processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=valid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=valid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=valid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=valid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=valid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=valid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=valid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=valid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=valid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=valid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=valid processed-trial
- Walsh K, McGovern DP, Dully J, Kelly SP, O'Connell RG. Prior probability cues bias sensory encoding with increasing task exposure. eLife 12:RP91135, 2024. · psychometric · cue=valid processed-trial
See all findings overlaid on shared axes.