Samuel Jefroykin

Syneos Health (United States) — United States

Psychology · Social Sciences

3h-index42citations14works2.62yr avg
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Research Topics

Digital Mental Health Interventions(10), Mental Health Treatment and Access(3), Health Policy Implementation Science(3), Telemedicine and Telehealth Implementation(3), Mental Health Research Topics(3)

Publications14 total

Preprocessing Large-Scale Conversational Datasets: A Framework and Its Application to Behavioral Health Transcripts
JMIR Formative Research·2025Open Access
The Sound of Mental Health: Audio Features as Indicators of Depression and Anxiety Symptoms in Behavioral Treatment
2025Open Access
From Data to Dataset: A Framework for Working with Behavioral Treatment Transcripts (Preprint)
2025
Correction: Action recommendations review in community-based therapy and depression and anxiety outcomes: a machine learning approach
BMC Psychiatry·2024Open Access
Action recommendations review in community-based therapy and depression and anxiety outcomes: a machine learning approach
BMC Psychiatry·2024· 13 citedOpen Access
The Sound of Mental Health: Audio Features as Indicators of Depression and Anxiety Symptoms in Behavioral Treatment
2023Open Access
The Sound of Mental Health: Audio Features as Indicators of Depression and Anxiety Symptoms in Behavioral Treatment
2023Open Access
Hidden Conversations, Missed Opportunities: Can Artificial Intelligence Capture Social Determinants of Health Discussions in Behavioral Health Sessions?
2023· 1 citedOpen Access
The Impact of Action Recommendations and Review in Community-Based Therapy on Depression and Anxiety Outcomes: A Machine Learning Approach
2023· 1 citedOpen Access
Machine Learning Model to Predict Assignment of Therapy Homework in Behavioral Treatments: Algorithm Development and Validation
JMIR Formative Research·2023· 12 citedOpen Access
Machine Learning Model to Predict Assignment of Therapy Homework in Behavioral Treatments: Algorithm Development and Validation (Preprint)
2022
A Comparison Between Clinical Guidelines and Real-World Treatment Data in Examining the Use of Session Summaries: Retrospective Study
JMIR Formative Research·2022· 13 citedOpen Access
Clinical Guidelines vs. Real-World Treatment Data: The Use of Session Summaries
2022
Behavioral Treatments Clinical Guidelines vs. Real-World Treatment Data: The Use of Session Summaries
2022· 2 cited

Frequent Co-authors

Shiri Sadeh‐Sharvit(14), Gal Peretz(5), Josef I. Ruzek(5), C. Barr Taylor(4), Hila Lev-Ari(4), Simon A. Rego(3), Tomer Kupershmidt(3), Amit Spinrad(3), Tamar Friedlander(3), Israela Feleke(3), Natalia Szapiro(3), Daniel Sand(3), Björn W. Schuller(3), Paz Mor Naim(2), Eddie Silber(2), Ariel Goldstein(2), C Barr Taylor(1), Yocheved Katz(1), Dennis P. Morisson(1), David Morrison(1)