mlsanityData to 14 Oct 2026

AI Standardized Patient Improves Human Conversations in Advanced Cancer Care

arXiv 2505.02694 ↗First posted 5 May 2025cs.HC cs.AIcited by 2

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Abstract (arXiv)

Serious illness communication (SIC) in end-of-life care faces challenges such as emotional stress, cultural barriers, and balancing hope with honesty. Despite its importance, one of the few available ways for clinicians to practice SIC is with standardized patients, which is expensive, time-consuming, and inflexible. In this paper, we present SOPHIE, an AI-powered standardized patient simulation and automated feedback system. SOPHIE combines large language models (LLMs), a lifelike virtual avatar, and automated, personalized feedback based on clinical literature to provide remote, on-demand SIC training. In a randomized control study with healthcare students and professionals, SOPHIE users demonstrated significant improvement across three critical SIC domains: Empathize, Be Explicit, and Empower. These results suggest that AI-driven tools can enhance complex interpersonal communication skills, offering scalable, accessible solutions to address a critical gap in clinician education.

Key facts. Cited by 2 papers in the map (data through 14 Oct 2026). Builds on 7 of its 71 references that are in the map. First posted on arXiv 5 May 2025.

Builds on

7 of 71 references.

References · 7

  1. 2018BERT: Pre-training of Deep Bidirectional Transformers for Language Understandingcited by 40,399
  2. 2025Ask Patients with Patience: Enabling LLMs for Human-Centric Medical Dialogue with Grounded Reasoningcited by 19
  3. 2019Discourse Behavior of Older Adults Interacting With a Dialogue Agent Competent in Multiple Topicscited by 6
  4. 2020Novel Computational Linguistic Measures, Dialogue System and the Development of SOPHIE: Standardized Online Patient for Healthcare Interaction Educationcited by 4
  5. 2024CommSense: A Wearable Sensing Computational Framework for Evaluating Patient-Clinician Interactionscited by 4
  6. 2024Bridging the Skills Gap: Evaluating an AI-Assisted Provider Platform to Support Care Providers with Empathetic Delivery of Protocolized Therapycited by 2
  7. 2023Validating a virtual human and automated feedback system for training doctor-patient communication skillscited by 1

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Cited by year (2026 to 14 Oct)

Citing papers per year: 2026: 2.

2 papers.