Writing for difficulty, model1 assumes independent responseswith common dispersion. The estimates are and .
One extra difficulty level decreases the fitted inverse squared mean response time by . Since , this means that fitted mean response time increases with difficulty. The negative coefficient is therefore unsurprising; its sign looks counterintuitive only if the inverse-squared link function is ignored. The independence assumption is questionable because every subject contributes eight repeated responses.
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