DS
Dmitry Scherbakov
depressionelectronic health recordsDepressionscoping reviewSocial determinants of healthartificial intelligenceEHRElectronic health recordsElectronic Health RecordsIntersectionality
On Valency
published · living versionsW_5khfgb7z·v1 · currentpublished
From Stories to Features: Scaling Concept Vectors for AI Alignment & Interpretability
with Oleg Chernikov, Victoria Khamash, Kirill Afendulev, Alexey Dontsov +3
1 version
Preprints & journals
19 papers in the corpus · 2023–2026Nationwide Epic Cosmos Data Reveals Antidepressant Prescription Rate Trends Across Demographic Groups.42245803 · Scherbakov, Dmitry, Davis, Brandy, Korte, Jeffrey et al.2026 · 0 citationsResearch square. 2026
Life Stressors in Young Americans are Linked via Asymmetric U-Shapes to Mental Health Severity.42183348 · Scherbakov, Dmitry, de Lacy, Nina, Barg, Olga et al.2026 · 0 citationsResearch square. 2026
Application of intersectionality framework and area-level indicators in machine learning analysis of depression disparities in all of us research program data.41776519 · Scherbakov, Dmitry, Marrone, Michael T, Lenert, Leslie A et al.2026 · 0 citationsBMC public health. 2026;26(1)
Post-operative anticoagulation therapy after knee or hip replacement: The role of patients' preferences in selection of therapy.40799748 · Lenert, Leslie A, Scherbakov, Dmitry, Shaoibi, Azza et al.2025 · 0 citationsResearch square. 2025
Using Real-World Data on Depression from EHR-based Research Networks: A Scoping Review.40799756 · Sun, Yujia, Scherbakov, Dmitry, Fronk, Gaylen et al.2025 · 0 citationsResearch square. 2025
Predicting Readiness to Engage in Psychotherapy of People with Chronic Pain Based on their Pain-Related Narratives Saar2506.20805v1 · Saar Draznin Shiran, Boris Boltyansky, Alexandra Zhuravleva et al.2025 · 0 citationsarXiv
The emergence of large language models as tools in literature reviews: a large language model-assisted systematic review.40332983 · Scherbakov, Dmitry, Hubig, Nina, Jansari, Vinita et al.2025 · 151 citationsJournal of the American Medical Informatics Association : JAMIA. 2025;32(6):1071-1086
Clinical Significance of Marital Status and Changes in Status Extracted from Unstructured Clinical Notes Using Ensembles of Off-the-Shelf Extraction Models.40386391 · Scherbakov, Dmitry A, Heider, Paul M, Obeid, Jihad S et al.2025 · 0 citationsResearch square. 2025
AI approaches for phenotyping Alzheimer's disease and related dementias using electronic health records.40291122 · Knox, Sara, Aghamoosa, Stephanie, Heider, Paul M et al.2026 · 3 citationsAlzheimer's & dementia (New York, N. Y.). 2025;11(2):e70089
Natural Language Processing and Social Determinants of Health in Mental Health Research: AI-Assisted Scoping Review.39819656 · Scherbakov, Dmitry A, Hubig, Nina C, Lenert, Leslie A et al.2025 · 28 citationsJMIR mental health. 2025;12:e67192
Using large language models for extracting stressful life events to assess their impact on preventive colon cancer screening adherence.39748338 · Scherbakov, Dmitry, Heider, Paul M, Wehbe, Ramsey et al.2025 · 11 citationsBMC public health. 2025;25(1):12
Machine learning in healthcare citizen science: A scoping review.39740357 · Baminiwatte, Ranga, Torsu, Blessing, Scherbakov, Dmitry et al.2025 · 4 citationsInternational journal of medical informatics. 2025;195:105766
Application of Intersectionality Framework andArea-level Indicators in Machine Learning Analysisof Depression Disparities in All of Us ResearchProgram Data.39678323 · Scherbakov, Dmitry, Marrone, Michael T, Lenert, Leslie A et al.2026 · 0 citationsResearch square. 2024
Reply to Duffee.39680831 · Noe-Steinmüller, Niklas, Scherbakov, Dmitry, Zhuravlyova, Alexandra et al.2024 · 0 citationsPain. 2025;166(1):222
Reply to Wideman et al.39284043 · Noe-Steinmüller, Niklas, Scherbakov, Dmitry, Zhuravlyova, Alexandra et al.2024 · 0 citationsPain. 2024;165(10):2388-2389
Electronic Health Record-Based Screening for Intimate Partner Violence: A Cluster Randomized Clinical Trial.39088215 · Lenert, Leslie, Rheingold, Alyssa A, Simpson, Kit N et al.2024 · 8 citationsJAMA network open. 2024;7(8):e2425070
Defining suffering in pain: a systematic review on pain-related suffering using natural language processing.38452202 · Noe-Steinmüller, Niklas, Scherbakov, Dmitry, Zhuravlyova, Alexandra et al.2024 · 38 citationsPain. 2024;165(7):1434-1449
Stressful life events in electronic health records: a scoping review.37886439 · Scherbakov, Dmitry, Mollalo, Abolfazl, Lenert, Leslie2025 · 6 citationsResearch square. 2023
Self-Reported Pain Treatment Practices Among U.S. and Canadian Adults: Findings From a Population Survey.38094928 · Zajacova, Anna, Pereira Filho, Alvaro, Limani, Merita et al.2024 · 3 citationsInnovation in aging. 2023;7(10):igad103
Career total: at least 27 works. 19 are in this corpus.
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