A 6-year study of over 10,000 adults aged 65–94 found loneliness is linked to memory difficulties but does not increase dementia risk. The research highlights the need to distinguish between cognitive decline and dementia.
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Loneliness can affect your memory, but that doesn't mean it leads to dementia

6 Years study duration
10,000 participants in study