PATHFinder Agent Planner for Appropriate Tailored Healthcare
University of Michigan
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Clinician Review - V B form_ehr | Created: 2/26/2026

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Motivation

Prenatal care is care provided to birthing people, including medical care, screening tests, answers to your questions, and help finding social support and community resources during pregnancy.

"Prenatal care can improve the detection and management of chronic conditions and pregnancy complications, particularly for individuals with an increased risk of adverse outcomes" - ACOG

About 4 million pregnant people access prenatal care each year in the United States. At this scale, fixed, one-size-fits-all workflows can miss practical barriers and increase the risk of delayed follow-up.

The core problem is aligning medically important milestones with real-life access constraints so that patients can consistently complete recommended care.

PATHFinder Proposal

Provide an LLM-based agentic system that allows providing prenatal care in a safe, scalable, and aligned manner allowing all stakeholders to help expand provision of care and redirect efforts to improving care.

In collaboration with expert clinicians, we present PATHFinder, an agentic system to provide care to patients, conversational and clinical oversight to enable tailored prenatal care planning.

Team

Vaibhav Balloli
Vaibhav BalloliPhD Candidate, CSE
Dr. Samia Abdelnabi
Dr. Samia AbdelnabiClinical Asst. Professor, Health Behavior
Dr. Alex Peahl
Dr. Alex PeahlAsst. Professor, OB/GYN (ACOG guidelines author)
Dr. Liz Bondi-Kelly
Dr. Liz Bondi-KellyAsst. Professor, CSE