How large an effect would we have seen? Positive controls, detection floors and dataset pitfalls in scalp-EEG speech decoding

Objective. Studies that decode imagined speech from scalp electroencephalography (EEG) commonly validate their pipelines with a positive control, usually overt speech, and report null results without stating what effect size the pipeline could have detected. Approach. Using ds003626 ("Thinking out l