Health Decision Technologies
Since 2010, we have built health technology that performs in real-world care settings — without losing clinical or behavioral fidelity.
Our development pathway
What We Do
We bring deep expertise across the full product lifecycle — from research-backed design through HIPAA-compliant deployment — as dedicated technology partners to institutions driving health outcomes.
01
Conversational AI companions, decision support systems, and RAG-grounded clinical content engines built on evidence-based frameworks and validated in real care contexts.
02
Native and cross-platform mobile tools for behavior change, chronic disease self-management, survivorship support, and clinical research data collection — with published peer-reviewed outcomes.
03
Technology design and development as prime or sub-awardee on NIH and federally funded projects. We bridge the gap between research hypotheses and deployable digital tools.
04
Interoperability-first architecture integrating with EHR systems and institutional data environments. HIPAA-compliant, HITRUST-aligned, and designed for clinical workflow realities.
05
Structured transition pathways from initial concept through clinical validation to institutional deployment. We provide the product leadership function that academic organizations often lack internally.
06
Digital tools designed for community health workers, rural care sites, and public health agencies — built with the access, literacy, and resource constraints of real-world settings in mind.
Our Work
Representative examples of our work — full case studies available upon request for qualified institutional partners.
University of Colorado Anschutz Medical Campus
BRIDGE is a behavioral governance layer that ensures AI-mediated conversations adhere to defined behavioral intervention methodologies. It operates between the user-facing application and the underlying language model, applying explicit behavioral rules that govern how responses are structured, sequenced, and delivered.
BRIDGE does not replace the language model — it constrains and guides model behavior so that each interaction maintains fidelity to established communication frameworks such as motivational interviewing, shared decision-making, and other evidence-based behavioral support approaches. BRIDGE is the governance engine underlying CLaiRE, HDT's lung cancer survivorship AI companion, and is designed as a standalone framework applicable across behavioral health contexts.
BRIDGE Developer Kit
A self-contained deployment package for running the BRIDGE behavioral governance engine in local or controlled environments — without dependency on external prompt management services. The DK enables reproducible, auditable operation of retrieval-augmented generation, communication guardrails, simplification, crisis detection, and a four-condition experimental configuration (LLM-only, LLM+BRIDGE, RAG-only, RAG+BRIDGE). Intended for research, evaluation, and prototype development environments.
Kentucky LEADS Collaborative · University of Kentucky · University of Louisville · Lung Cancer Alliance
RAG-powered conversational AI with animated 3D avatar supporting lung cancer survivors through symptom monitoring, psychosocial support, and shared decision-making. A multi-stage guardrails pipeline enforces empathy, non-stigmatizing language, and motivational interviewing principles throughout every interaction.
CLaiRE is designed to address a critical workforce resource gap in rural health settings — bringing evidence-based survivorship support to communities where dedicated care specialists are scarce or unavailable.
Lungevity · University of Kentucky Markey Cancer Center · Moffitt Cancer Center
The Engaged Approach to Lung Cancer Screening (Engaged LCS) is a framework and toolkit of materials and strategies developed through Project ACTS research, adopting a person-centered approach to lung cancer screening (LCS). The research targets adherence across each key behavioral stage: initial show/no-show rates, follow-up for identified nodules, and annual screening.
HDT supported Project ACTS through site development and hosting, providing the digital infrastructure for a multi-site research program spanning leading cancer research institutions.
University of Virginia Ryan White Clinic · Virginia Department of Health · AIDS United · M·A·C AIDS Fund
CAREiSCOPE is a HIPAA-compliant, cloud-based chronic health management platform comprising a smartphone app (iOS and Android), patient dashboards, and administrative portals. The platform checks in with members daily — querying mood, stress, and medication adherence through personalized notifications, appointment reminders, and secure messaging — while giving care teams dynamic dashboards, predictive analytics, and optional EMR integration for remote care management.
CAREiSCOPE delivers significant improvement in retention in care, appointment constancy, and medication adherence across diverse patient demographics. Pilot studies in HIV management demonstrated a +119% increase in visit constancy at 12 months, +67% improvement in retention in care, +64% viral suppression, and a 17× prevention ROI — averting more than $1.8M annually per 100 members.
Origin · PositiveLinks
CAREiSCOPE originated as PositiveLinks, developed by HDT founder George Reynolds in collaboration with Rebecca Dillingham M.D., M.P.H. and Karen Ingersoll Ph.D. at the University of Virginia Ryan White Clinic, with support from AIDS United and the M·A·C AIDS Fund. A broader implementation integrating automated patient lab values and appointment data was funded by the Virginia Department of Health. PositiveLinks was so effective at the UVa Ryan White Clinic that it became a component of usual care. HDT launched it commercially as CAREiSCOPE in 2019.
Institutional Partners
We work as embedded technology partners — not vendors — within the research and clinical missions of our institutional collaborators.

Academic Medical Center
University of Colorado Anschutz Medical Campus
Institutional partner for BRIDGE — a behavioral governance framework for AI-mediated health conversations across behavioral and chronic disease contexts.

Federal Funder
National Institutes of Health
Prime awardee on NIH grants and contracts across four institutes — NIDCR, NCI, NIDDK, and NIDA.

Cancer Research · Multi-site
Lungevity · UK Markey Cancer Center · Moffitt Cancer Center
Investigator institutions for Project ACTS and the Engaged LCS framework — a person-centered approach to lung cancer screening adherence.

Cancer Research Collaborative
Kentucky LEADS Collaborative
Partnership between the University of Kentucky, University of Louisville, and the Lung Cancer Alliance.

Academic Medicine & Public Health
University of Virginia Ryan White Clinic · Virginia Dept. of Health
Original research and implementation partners for PositiveLinks — the HIV retention-in-care program that became CAREiSCOPE and is now part of usual care at UVa.
Additional partnerships
available upon inquiry
Peer-Reviewed Research
Selected peer-reviewed publications from HDT's research collaborations in digital health, mobile intervention, and HIV care engagement.
2018
AIDS Patient Care and STDs, 32(6), 241–250
147
Citations
2017
AIDS and Behavior, 21(11), 3087–3099
105
Citations
2015
Pilot RCT of bidirectional text messaging for ART adherence among nonurban substance users with HIV
Health Psychology, 34(S), 1305
87
Citations
2014
Journal of Substance Abuse Treatment, 46(1), 66–73
75
Citations
2019
JMIR Formative Research, 3(1), e11578
57
Citations
2018
AIDS and Behavior, 22(10), 3395–3406
56
Citations
2020
PLoS One, 15(1), e0226870
46
Citations
2016
Telemedicine and e-Health, 22(9), 746–754
24
Citations
2019
Community Dental Health, 36(3), 187–189
5
Citations
2017
Conducting Applied Tobacco Control Research with SBIR/STTR Funding: An Academic-Industry Partnership
Annals of Behavioral Medicine, 51, S375–S375
2013
Journal of Substance Abuse Treatment, 46(1), 66–73
Get In Touch
Whether you're an academic research team, a public health agency, or a health technology organization — we'd love to work together.
Location
Oakland, California
info@healthdecisiontechnologies.com