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== <span style="color: #FFFFFF;">Evaluating</span> == Neuroscience AI evaluation: # '''Neural predictivity''': RΒ² between model predictions and actual neural responses on held-out stimuli β the primary metric for brain-as-benchmark research. # '''BCI accuracy''': classification accuracy across subjects and sessions; temporal stability over weeks. # '''Cell segmentation''': IoU against human expert annotations. # '''Reproducibility''': neuroscience AI has a severe reproducibility crisis; publish code and data; replicate on independent labs' datasets. # '''Statistical power''': small sample sizes (one patient for BCI, 10-20 subjects for fMRI) require rigorous multiple-comparison correction. </div> <div style="background-color: #2F4F4F; color: #FFFFFF; padding: 20px; border-radius: 8px; margin-bottom: 15px;">
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