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RESEARCH SUMMARY
My research focus is digital mental health, at the intersection of psychiatry, AI, and technology. Our research projects and scientific contributions focus on three main areas:
1) Digital Biomarkers: "Can we assess patients automatically, without the need of expert clinician ratings?" We use computational methods from natural language processing and affective computing (e.g. speech analysis) to identify symptoms and mental status from naturalistic data.
2) Digital Delivery: "Can we leverage new technologies to offer behavioral health interventions?" We study how new delivery modalities can be use to offer therapy as scale (e.g. messaging). We also study what characteristics of patients engagement and use of digital platforms can inform clinical improvements.
3) Computational alternatives to psychiatric diagnoses: "Can we replace heterogeneous psychiatric diagnoses with precision medicine?" We study computational methods to study individual symptoms (e.g. network analysis) and tease subgroups of patients based on their presentation for targeted treatment.
CLINICAL WORK
I am a Columbia-trained clinical psychologist with expertise in stress, anxiety, depression, loss, and trauma. I have experience with empirically supported treatments, and my approach is tailored to the needs of each individuals patient. I am certified clinician for PTSD (Prolonged Exposure), Prolonged Grief, and mindfulness interventions.
My research focus is digital mental health, at the intersection of psychiatry, AI, and technology. Our research projects and scientific contributions focus on three main areas:
1) Digital Biomarkers: "Can we assess patients automatically, without the need of expert clinician ratings?" We use computational methods from natural language processing and affective computing (e.g. speech analysis) to identify symptoms and mental status from naturalistic data.
2) Digital Delivery: "Can we leverage new technologies to offer behavioral health interventions?" We study how new delivery modalities can be use to offer therapy as scale (e.g. messaging). We also study what characteristics of patients engagement and use of digital platforms can inform clinical improvements.
3) Computational alternatives to psychiatric diagnoses: "Can we replace heterogeneous psychiatric diagnoses with precision medicine?" We study computational methods to study individual symptoms (e.g. network analysis) and tease subgroups of patients based on their presentation for targeted treatment.
CLINICAL WORK
I am a Columbia-trained clinical psychologist with expertise in stress, anxiety, depression, loss, and trauma. I have experience with empirically supported treatments, and my approach is tailored to the needs of each individuals patient. I am certified clinician for PTSD (Prolonged Exposure), Prolonged Grief, and mindfulness interventions.
研究兴趣
论文共 37 篇作者统计合作学者相似作者
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Molecular Psychiatrypp.1-15, (2024)
JOURNAL OF AFFECTIVE DISORDERS (2024): 133-137
Christy Morrissey,Kristin Szuhany,Matteo Malgaroli,Emma Jennings, Marleen Iva Meyers, Stephen Ross,Sylvia Adams,Naomi Simon
JOURNAL OF CLINICAL ONCOLOGYno. 16 (2023): e24073-e24073
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Translational Psychiatryno. 1 (2023): 1-17
Thomas D. Hull,Matteo Malgaroli,Adam Gazzaley,Teddy J. Akiki,Alok Madan, Leonardo Vando, Kristin Arden, Jack Swain, Madeline Klotz,Casey Paleos
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Journal of Cancer Survivorshipno. 5 (2022): 1510-1521
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