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This paper is in the following e-collection/theme issue:

Formative Evaluation of Digital Health Interventions (5096) Clinical Information and Decision Making (3674) Telehealth and Telemonitoring (3056) Decision Support for Health Professionals (2213) Clinical Communication, Electronic Consultation and Telehealth (932) Artificial Intelligence (4722)

Published on in Vol 10 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/103419, first published .
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Patient-Facing AI System for Symptom Guidance Using Simulated Encounters and Physician Review: Analytical Validation Study

Patient-Facing AI System for Symptom Guidance Using Simulated Encounters and Physician Review: Analytical Validation Study

Authors of this article:

Anil Patwardhan1 Author Orcid Image ;   Nishant Verma1 Author Orcid Image ;   Poulami Barman1 Author Orcid Image ;   Bingyu Mao1 Author Orcid Image ;   Nan Li1 Author Orcid Image ;   Paul Varghese1 Author Orcid Image ;   Vidya Peri1 Author Orcid Image ;   Lisa Soleymani Lehmann1 Author Orcid Image
Article Authors Cited by Tweetations Metrics

Anil Patwardhan   1 , BS, PhD ;   Nishant Verma   1 , BTECH, MS, PhD ;   Poulami Barman   1 , BS, MS ;   Bingyu Mao   1 , BS, MS, PhD ;   Nan Li   1 , BS, MS, PhD ;   Paul Varghese   1 , BS, MD ;   Vidya Peri   1 , BBA ;   Lisa Soleymani Lehmann   1 , BA, MS, MD, PhD

1 Verily Life Sciences LLC (United States), Dallas, TX, United States

Corresponding Author:

  • Anil Patwardhan, BS, PhD
  • Verily Life Sciences LLC (United States)
  • 2999 Olympus Blvd, Ste 1000
  • Dallas, TX 75019
  • United States
  • Phone: 1 4155197666
  • Email: patwardh@verily.health