Independent, peer-reviewed studies show that when patients understand their health information, they are more engaged, more confident, and more likely to follow through with care. ClearChart.AI is built on this evidence, translating proven links between communication, comprehension, and adherence into practice — delivering measurable outcomes for patients and providers.
Three landmark studies highlight this connection. Together, they demonstrate that clarity drives activation and adherence. By simplifying complex medical language, ClearChart.AI supports patient understanding at scale, aligns with validated measures like PAM, and empowers providers to deliver care patients can act on.
Impact of Large Language Model Assistance on Patients
Patients receiving AI-assisted explanations scored higher in comprehension and confidence compared to standard communication.
→ View on arXiv
Patient Activation Measure (PAM) Validation Review
Validated tool measuring knowledge, skills, and confidence in managing health; research confirms strong links between comprehension and higher activation.
→ View on PubMed
Satisfaction, Communication, and Adherence Study
Evidence that stronger physician–patient communication predicts better self-care behaviors and medication adherence.
→ View on PubMed
ClearChart.AI is committed to an evidence-first approach. This page highlights studies demonstrating how clarity in communication improves comprehension, activation, and adherence.
Watch this space — we will continue to add new research, summaries, and independent studies that inform the foundation of ClearChart AI.
ClearChart AI™, PAC DB™, CPV™, and APS™ are trademarks of CCAI Systems, LLC. MyChart™ is Epic’s mark.
Copyright © 2025 CCAI Systems, LLC.
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