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== <span style="color: #FFFFFF;">Remembering</span> == * '''Digital biomarker''' β A measurable indicator of mental health derived from digital data (smartphone usage, speech patterns, social media activity). * '''PHQ-9''' β Patient Health Questionnaire-9; a validated 9-item self-report scale for depression severity. * '''GAD-7''' β Generalized Anxiety Disorder 7-item scale; standard validated anxiety screening tool. * '''Sentiment analysis (clinical)''' β Using NLP to measure emotional tone in patient speech or text for mental health monitoring. * '''Conversational AI therapy''' β Chatbots using CBT (Cognitive Behavioral Therapy) techniques to provide accessible mental health support. * '''Woebot''' β An AI-powered mental health chatbot using CBT principles; clinical trials show modest efficacy for depression and anxiety. * '''Crisis detection''' β Identifying signs of suicidal ideation or crisis in text, speech, or behavior using ML. * '''Treatment response prediction''' β Predicting which patients will respond to which medications or therapies using clinical and genetic data. * '''Passive sensing''' β Collecting behavioral data from smartphones (screen time, GPS movement, keystrokes) without active input. * '''Language markers of mental illness''' β Speech and text characteristics predictive of mental health status (reduced linguistic complexity, negative affect, reduced social references in depression). * '''Explainability (mental health)''' β Providing human-understandable reasoning for AI mental health assessments; critical for clinical trust. * '''Safe messaging guidelines''' β Evidence-based guidelines for discussing suicide and self-harm; AI systems must be trained to follow these. </div> <div style="background-color: #006400; color: #FFFFFF; padding: 20px; border-radius: 8px; margin-bottom: 15px;">
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