Roman Dubrovsky, PhD

AI Mental Health Architect • Clinical Psychologist • Public Health Specialist

📍 Tbilisi, Georgia / Remote ✉️ [email protected] ✈️ @RomanDubrovsky 💼 LinkedIn Profile 🆔 ORCID: 0000-0001-9876-9798

PhD in Public Health & Sociology 25+ Yrs Clinical CBT Practice AI Alignment & RLHF Mental Health LLM Evaluation Russian: Native English: Working Proficiency (C1) UNODC / WHO / UNICEF Alumnus

Strategic Value & Domain Leadership

Strategic AI & Mental Health Expertise: Over 25 years of continuous hands-on clinical psychotherapy (Cognitive Behavioral Therapy for adolescents and adults) and population-level public health system design, combined with modern generative AI architecture. Creator and Lead System Architect of Prevention AI, IDA-Psy, and Teenology Care — production-deployed AI ecosystems empowering psychologists, clinical practices, and educational institutions.

Deeply experienced in LLM alignment, clinical safety guardrails, side-by-side (SxS) therapeutic dialog evaluation, prompt engineering, and synthetic case vignette generation. Native Russian speaker with professional working proficiency in English (advanced clinical terminology, academic research, and international protocol evaluation). Extensive methodological background co-authoring national clinical guidelines, leading UNODC/ESPAD epidemiological research, and lecturing within the joint Yale School of Public Health / SPbSU graduate framework (NIH Fogarty grant).

Live AI Systems & Platforms Built

Production-grade AI solutions engineered to bridge clinical psychology standards with modern generative LLM orchestration:

Prevention AI Platform prevention.school ↗

AI-native clinical & documentation workspace for educational psychologists and social services. Features local zero-knowledge encryption, MHPSS risk triage, and structured generative case summaries.

Architecture: Open-core CRM + GenAI Co-pilot

IDA-Psy Ecosystem ida-psy.pro ↗

Operating system for private therapists and psychological clinics. Includes live AI supervision copilots, interactive psychological situation graphs, CBT protocol alignment, and intake triage.

Focus: Protocol Fidelity & Clinical Supervision

Teenology Care teenology.care ↗

Youth and family mental health micro-intervention ecosystem. Designed with strict ethical guardrails, empathetic boundary maintenance, and crisis de-escalation triggers.

Safety: Red-teaming & Crisis Escalation

Prevention AI Academy academy.ida-psy.ru ↗

Interactive simulation and training hub for mental health practitioners with synthetic client scenario drills, therapeutic case testing, and real-time intervention feedback.

Engine: Synthetic Case Drills & Simulator

Core Competencies & AI Alignment Strengths

🧠 Clinical Psychology & CBT

Cognitive Behavioral Therapy (CBT) Adolescent & Family Therapy Crisis Intervention Suicidality & Risk Screening Evidence-Based Protocols

🤖 AI Evaluation & RLHF Alignment

LLM Output Evaluation Therapeutic Ground Truth Side-by-Side (SxS) Annotation Bias & Hallucination Auditing Empathy & Safety Benchmarks

📊 Public Health & Epidemiology

ESPAD / UNODC Methodologies Population Mental Health Surveys Behavioral Risk Monitoring Yale MPH / Fogarty Framework Impact & Outcome Evaluation

🛡️ Ethics, Privacy & Communication

MHPSS Guidelines GDPR / COPPA / HIPAA Readiness Russian: Native English: Professional Working (C1) Case Study Authoring Clinical Manual Writing

Professional Experience

2026 — Present

Founder & Lead System Architect

Prevention AI Platform & IDA-Psy Ecosystem (Remote / Global)

Architected and deployed an AI-native digital ecosystem for mental health professionals, clinics, and educational psychologists.

Formulated domain-specific clinical prompt libraries, guardrails, and automated evaluation metrics for psychological consultations.
Designed strict compliance pipelines ensuring psychological data confidentiality, ethical boundaries, and MHPSS alignment.

2005 — Present

Adolescent Psychologist & CBT Consultant

Private Clinical Practice (21+ Years Continuous Practice)

Conducted thousands of hours of direct, individual and family psychological counseling focusing on adolescents and young adults.

Specialized in CBT for anxiety, depression, behavioral challenges, and developmental crises.
Translated two decades of clinical practitioner "pain points" into intuitive software workflows and AI prompt architectures.

2020 — 2026

Lead Analytical Expert & Methodologist

Federal Center for the Protection of Children (Ministry of Education)

Evaluated national youth prevention data arrays and regional reporting across all federal administrative districts.
Authored official federal methodological guidelines, prevention toolkits, and clinical protocols utilized by school psychologists nationwide.

2019 — 2023

Senior Prevention Specialist & Lead Methodologist

St. Petersburg Center "KONTAKT" for Youth Social Programs & Deviant Behavior Prevention

Conducted a comprehensive scientific and methodological evaluation of a 25-year regional youth prevention system for juvenile offenders.
Authored standardized intervention blueprints and rehabilitation pathways for high-risk youth.
Formulated core technical requirements for automating youth prevention case management.

2014 — 2016

Adjunct Lecturer (Graduate Faculty of Psychology)

Saint Petersburg State University (SPbSU)

Delivered advanced health psychology and prevention courses within the Master of Public Health (MPH) framework co-developed with Yale University (Yale School of Public Health) under the NIH Fogarty AITRP Grant (No. D43TW001028).
Integrated WHO public health approaches and UNODC-aligned prevention standards into graduate training for clinical psychologists.

2007 — 2017

Senior Advisor on Youth Prevention Policy & Social Communications

Administration of the Leningrad Region (Regional Government)

Served as key prevention expert on the Regional Anti-Drug Commission, advising executive authorities on strategic funding and primary prevention design.
Authored and published the acclaimed adolescent behavioral guide "Growing Up Right!" (Взрослею правильно).

2000 — 2014

Lead Senior Researcher

Prof. I.N. Gurvich Scientific School of Public Health (SPbSU / RAS)

Pioneered longitudinal research in the sociology of mental health, deviance, and adolescent risk behavior epidemiology.
Led regional data collection and synchronization for the European School Survey Project on Alcohol and Other Drugs (ESPAD 2010), published in the 2012 UN/ESPAD Global Report.

2000 — 2005