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PATHFinder Agent for Tailored Prenatal Care

arXiv 2607.24768 ↗First posted 9 Jun 2026cs.AI cs.CL cs.CYcited by 0

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Abstract (arXiv)

Prenatal care is an important preventive service designed to improve outcomes for pregnant individuals. The American College of Obstetricians and Gynecologists (ACOG) recently introduced guidelines advocating tailored prenatal care, called PATH (Plan for Tailored Healthcare). We present PATHFinder Agent(Planner for Appropriate Tailored Healthcare), an end-to-end conversational agentic system that gathers patient health and social context through structured dialogue, curates individualized prenatal care plans aligned with PATH guidelines, and surfaces community resources from Michigan 211. The system features a four-stage workflow spanning patient intake, dynamic interaction, plan synthesis, and clinician oversight. We evaluate frontier large language models (LLMs) on expert-curated rubrics across five clinical dimensions, finding that GPT-5.2 achieves the highest average score (77.6%) while identifying key gaps in antenatal testing recommendations. We discuss future validation through human participant studies and randomized controlled trials.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 9 of its 34 references that are in the map. First posted on arXiv 9 Jun 2026.

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9 of 34 references.

References · 9

  1. 2023Gorilla: Large Language Model Connected with Massive APIscited by 1,302
  2. 2024τ-bench: A Benchmark for Tool-Agent-User Interaction in Real-World Domainscited by 1,280
  3. 2018MultiWOZ -- A Large-Scale Multi-Domain Wizard-of-Oz Dataset for Task-Oriented Dialogue Modellingcited by 760
  4. 2025τ2-Bench: Evaluating Conversational Agents in a Dual-Control Environmentcited by 558
  5. 2024ToolSandbox: A Stateful, Conversational, Interactive Evaluation Benchmark for LLM Tool Use Capabilitiescited by 272
  6. 2021Action-Based Conversations Dataset: A Corpus for Building More In-Depth Task-Oriented Dialogue Systemscited by 73
  7. 2018User Modeling for Task Oriented Dialoguescited by 36
  8. 2025Advancing Conversational Diagnostic AI with Multimodal Reasoningcited by 20
  9. 2025Towards Conversational AI for Disease Managementcited by 11

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