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Category Learning in Parkinson's Disease: The Effect of Multiple Training Sessions on Probabalistic Classification with Highly Discriminable Categories

 D. Shohamy, S. Onlaor and M. A Gluck
  
 

Abstract:
Abstract: Previous studies have suggested that the basal ganglia may play an important role in category learning, since patients with Parkinson's Disease were impaired on a probabilistic categorization task. However, Parkinson's patients were not impaired at other types of category learning tasks, suggesting that under some conditions category learning can be sustained despite basal ganglia dysfunciton, perhaps by other brain systems. One problem with these findings may be that the original task on which Parkinson's patients were impaired used a category structure that was very hard to discriminate, leading to poor performance even among control subjects. The goal of the present study was to clarify the nature of the category learning deficits in Parkinson's using a probabilistic categorization task which was formally similar to the earlier task, but which was easier to learn and which was trained repeatedly for three days. Under these conditions, we found that Parkinson's patients performed consistently worse than age matched controls across three days of training. However, we also found that Parkinson's patients improved significantly across training, eventually reaching performance levels that were similar to those obtained by control subjects after a single day. The results suggest that Parkinson's Disease may lead to changes in learning rate which can be overcome with extensive training.

 
 


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