Skip to main content

Nothing about us without us: Integrating the voices of people who use drugs into HIV resource allocation using large language models

NIDA - National Institute on Drug Abuse

open
OpenLast verified: 2026-06-20

About This Grant

This project will develop and apply a novel, data-driven modeling approach to guide HIV and hepatitis C virus (HCV) prevention resource allocation among people who use drugs (PWUD) in the United States. Despite advances in HIV prevention and treatment, including long-acting injectable ART, the United States continues to fail to meet the needs of PWUD, a population central to intersecting HIV, HCV, and overdose crises. A key reason is the absence of a rapid, scalable, and comprehensive way to capture and act on the preferences and behaviors of PWUD. Revolutionary advances in large language models (LLMs) now make it possible to create highfidelity “digital twins” — artificial-intelligence powered simulations of individuals that reflect their intervention preferences and even behaviors. Using a community-based participatory process, we will train an LLM on data from multiple PWUD cohorts to generate PWUD digital twins that simulate locally-specific intervention preferences. These digital twins will be integrated into an epidemic and economic model that simulates HIV and HCV transmission, overdose, and related complications, across numerous jurisdictions in the United States. The integrated modeling framework will be used to evaluate the impact and cost-effectiveness of different HIV/HCV prevention and treatment strategies, including responses to potential funding constraints. Epidemic model outputs will be shared through an interactive dashboard designed in consultation with public health departments. Ultimately, our project aims to improve intervention implementation and reduce HIV, HCV, and overdose. Our project includes the following activities: 1) Co-design, development, and validation of a PWUD-informed LLM. 2) Digital twin simulations within a HIV/HCV transmission and overdose model to inform resource allocation. 3) Dissemination and implementation of the epidemic and resource allocation dashboard to county health departments. The proposed research will enable rapid, data-driven evaluation of prevention strategies and resource allocation options. It aligns with the NIH Office of AIDS Research priority to reduce new HIV infections and address HIV coinfections.

Grant Summary

Nothing about us without us: Integrating the voices of people who use drugs into HIV resource allocation using large language models is a NIDA - National Institute on Drug Abuse grant providing up to $1.1M for university, nonprofit, healthcare org. Applications are due 2031-03-31 (open). Check eligibility and apply with FindGrants.

Focus Areas

health research

Eligibility

universitynonprofithealthcare org

How to Apply

Funding Range

Up to $1.1M

Deadline

2031-03-31

Complexity
Medium
  1. 1Confirm your organization is eligible for Nothing about us without us: Integrating the voices of people who use drugs into HIV resource allocation using large language models from NIDA - National Institute on Drug Abuse, checking organization type, location, and any population or project requirements.
  2. 2Gather the required documents and information, including your organization details, project plan, and budget figures.
  3. 3Draft your application narrative and budget addressing the funder's priorities and review criteria. FindGrants can draft each section for you to review and edit.
  4. 4Review every section against the requirements checklist, then export a submission-ready application pack and submit it to NIDA - National Institute on Drug Abuse before the deadline.
This record is a past award, contract, or funder profile — useful for research, but not an open grant application. Check the original source for current opportunities from this funder.

Don't want to draft it yourself?

We'll draft the complete application against NIDA - National Institute on Drug Abuse's requirements, run a quality review, and email you a submission-ready PDF plus an editable Word doc within 5 business days. Most orders deliver in 24-48 hours. Flat $399, any grant size.

AI Requirement Analysis

Detailed requirements not yet analyzed

Have the NOFO? Paste it below for AI-powered requirement analysis.

0 characters (min 50)

Nothing about us without us: Integrating the voices of people who use drugs into HIV resource allocation using large language models: Frequently Asked Questions

Who is eligible for the Nothing about us without us: Integrating the voices of people who use drugs into HIV resource allocation using large language models?

Nothing about us without us: Integrating the voices of people who use drugs into HIV resource allocation using large language models is offered by NIDA - National Institute on Drug Abuse and is generally open to university, nonprofit, healthcare org. It is open to organizations nationwide unless the funder specifies otherwise. Review the specific eligibility terms before applying, since funders set their own requirements around organization type, location, and the population or project being served.

How much funding does the Nothing about us without us: Integrating the voices of people who use drugs into HIV resource allocation using large language models provide?

Nothing about us without us: Integrating the voices of people who use drugs into HIV resource allocation using large language models provides up to $1.1M per award from NIDA - National Institute on Drug Abuse. Actual award sizes depend on the scope of your project, available program funds, and the number of applicants, so build a budget that reflects realistic, allowable costs rather than the maximum figure.

When is the Nothing about us without us: Integrating the voices of people who use drugs into HIV resource allocation using large language models deadline?

Applications for Nothing about us without us: Integrating the voices of people who use drugs into HIV resource allocation using large language models are due 2031-03-31 (open). Because deadlines can change, verify the date with the funder, NIDA - National Institute on Drug Abuse, and give yourself enough time to prepare a complete, competitive application before the close date.

How do you apply for the Nothing about us without us: Integrating the voices of people who use drugs into HIV resource allocation using large language models?

To apply for Nothing about us without us: Integrating the voices of people who use drugs into HIV resource allocation using large language models, confirm your eligibility, gather the required documents, and prepare a narrative and budget that address the funder's priorities. FindGrants guides you step by step and can draft each section, then exports a submission-ready application pack for this grant from NIDA - National Institute on Drug Abuse.

Browse More Grants