The 3E framework¶
Product or Programme · All products and programmes
Evidence · 3 claims (2 for, 1 mixed) · 1 study (1 causal),q2· 0 of 1 report an effect size · 3 claims rest on one study
Description¶
The 3E framework is a rubric-based assessment developed by Masum Hasan et al. for rating clinicians' and medical learners' empowering, explicit, and empathic communication in simulated clinical encounters.
Components¶
Claims¶
- An automated LLM assessor rates 3E clinical communication skills with agreement comparable to individual human raters [+M]
- Participants with prior communication-training experience achieved higher overall 3E scores than those without [+M]
- HAL's text-based human-likeness advantage did not transfer to embodied audiovisual interaction, and measured 3E performance was virtually identical between models [~W]
Related Products and Programmes¶
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Key Sources¶
- Masum Hasan, Ron Epstein, Thomas Carroll, Ehsan Hoque. (2026). Scalable AI-based clinical communication training and automated assessment. https://arxiv.org/abs/2609.22517
Page metadata
| Field | Value |
|---|---|
type |
product |
id |
the-3e-framework |
title |
The 3E framework |
description |
The 3E framework is a rubric-based assessment developed by Masum Hasan et al. |
status |
review |
product_kind |
assessment |
generated |
by process:settle-candidates on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
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