Useful reminders from @sbe.bsky.social about #neuroimaging analysis #reproducibility at #OHBM2024:
- Different atlases lead to different connectivity matrices.
- The target *massively* matters.
- ML algorithms just *love* shortcuts.
- Different atlases lead to different connectivity matrices.
- The target *massively* matters.
- ML algorithms just *love* shortcuts.
Comments
- There are things you cannot solve with hyperparameter selection; this is actually *thinking*.
- The goal is not to increase accuracy by a percent; let's take a step back and develop algorithms that are more useful.
-Individual characteristics such as age, gender, and TIV *outperfom* rsfMRI in cognitive prediction !
#OBHM2024