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Absent-minded:
someone who is absent-minded often forgets things or gets easily distracted because they are thinking about something else.

Examples:
1- Albert Einstein was famously absent-minded; he once forgot where he lived and had to ask someone for his own address!
2- The absent-minded doctor forgot to check the patient's medical history, which resulted in a delayed diagnosis.