Publications

• 2026

  BH Audit Schema: An Open Standard for PHI-Safe Audit Logging in Behavioral Health Systems

  Tanmaya Kumar. Behavioral Health Open Source (bh-healthcare.org). 12 pages, PDF.

  A research paper describing the schema's design principles, threat model, specification, regulatory control mappings (HIPAA Security Rule, 42 CFR Part 2, SOC 2), and reference implementation. Includes comparison against existing audit logging approaches (IHE ATNA, FHIR AuditEvent, CloudTrail, generic structured logging) and limited production observations from initial deployment.

• 2026

  Contributor: ADHD in Professionals: Embracing Your Brain

  By Dr. Jennie Byrne, MD, PhD

  Contributed a personal perspective on ADHD in high-performing professional environments. The book explores how ADHD shows up in professional settings and what actually helps.

• 2010

  Beyond the Pie: Communicating with Smart Objects Using Menu-Based Natural Language Interfaces

  Inquiry: The University of Arkansas Undergraduate Research Journal, Vol. 11

  Honors College undergraduate research on building dynamic menu-based natural language interfaces for human-computer interaction in the Second Life virtual environment. Focused on object-specific grammars and cascaded menus to enable humans to communicate with model entities using natural language.

• 2010

  My Immortal Avatar

  Position Paper, Workshop on Extensible Virtual Worlds (X10). Co-authored with C. Thompson (IEEE Fellow, University of Arkansas).

  Research on AI persona modeling in virtual worlds. Presented at the Workshop on Extensible Virtual Worlds, Second Life, March-April 2010.

Technical Documentation

• 2026

  Open Source Clinical Safety Signal Detection for Behavioral Health: Architecture, Taxonomy, and Compliance Framework

  Technical Whitepaper, v1.0, bh-healthcare open source organization

  Architecture, clinical flag taxonomy, and compliance framing for open-source behavioral health safety signal detection on unstructured clinical text (bh-sentinel). Available as a PDF download.

  Companion research paper: BH Audit Schema (2026) — the formal academic treatment of the audit event standard that bh-sentinel emits against.

• 2026

  bh-audit-schema Controls Mapping

  Published documentation, bh-healthcare GitHub

  Compliance control mappings from bh-audit-schema to HIPAA Security Rule sections, SOC 2 Trust Services Criteria, and 42 CFR Part 2. Published as part of the open source audit event standard.

  See also: BH Audit Schema (2026) — the research paper providing the formal academic treatment of the schema, its design principles, threat model, and specification.

• 2025

  BHOEI: Behavioral Health Outcomes and Engagement Index

  Technical Whitepaper, v1.0

  A standardized composite score (0-100) for evaluating behavioral health program effectiveness across four weighted components: attendance rate, symptom improvement, engagement score, and follow-up retention.