Unable to concentrate because one's mind is preoccupied with something else.
From Latin 'distractus', past participle of 'distrahere' meaning 'to pull apart' (dis- 'apart' + trahere 'to draw'). The mental sense developed from the physical idea of being pulled in different directions.
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