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Senility
Negative Connotation
Senility often carries a sad or negative feeling, reflecting the challenges of aging. 
Context Specificity
Use 'senility' mostly in medical or personal discussions about elderly health. 
Not Interchangeable
'Senility' refers to aging-related decline, not all mental impairments. 