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Article

Digital journaling enables privacy-preserving behavioral phenotyping and real-time risk monitoring at scale

2026-04-08

Abstract excerpt

<h4>ABSTRACT</h4> Digital mental health applications enable high-frequency behavioral monitoring and scalable interventions. Journaling provides a therapeutically grounded and intrinsically engaging activity for many users. AI-based text analysis enables privacy-preserving phenotyping of clinically relevant patterns in naturalistic writing, including emotional distress and behavioral risk (e.g., indicators of int...

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Literature Corpus work
9175f694-7599-5fae-a760-6ea1f45007b4
DOI
10.64898/2026.04.04.26349881
Open publication

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Digital journaling enables privacy-preserving behavioral phenotyping and real-time risk monitoring at scaleDOI 10.64898/2026.04.04.26349881
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