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Draw the short straw
Idiomatic Usage
Used in informal situations, often to express sympathy or commiserate with someone's misfortune. 
Randomness Highlighted
Emphasizes that the outcome was left to chance, and not a deliberate choice. 
Unpleasant Tasks
Often refers to being selected for a task that is least desirable or more difficult than others. 