Participants with prior communication-training experience achieved higher overall 3E scores than those without¶
Claim · All claims
Evidence · 1 study · associationalr1·q2
Currency · newest study 2026 · checked against its sources 2026-10-20 (automated, 1 of 1 entry) · not reviewed by a person
Subclaims¶
Reading the evidence codes
q is the design tier, i the impact, n the sample, and the kind with its r
the rigour judged within that kind: what each code means.
This claim: no standardized effect is recorded in observations/ for it yet, so no benchmark reading is possible.
q2 i? Participants with previous communication-training experience (n=16) scored higher on overall 3E than those without (n=43) (0.468 versus 0.426; one-sided p=0.013). → Masum Hasan 2026
Evidence¶
Masum Hasan 2026¶
Masum Hasan, Ron Epstein, Thomas Carroll, Ehsan Hoque. (2026). Scalable AI-based clinical communication training and automated assessment. https://arxiv.org/abs/2609.22517 doi:10.48550/arxiv.2609.22517
q2 · i? · associational · r1
Observational comparison within the 59-participant study using the validated LLM judge. Those with prior training "had higher overall 3E scores than those without prior experience", which the authors read as evidence the assessor captures variation related to training experience.
"Participants with previous communication-training experience (n= 16) had higher overall 3E scores than those without prior experience (n= 43) (0.468 versus 0.426; one-sidedp= 0.013; Fig. 5a)."
Discussion¶
Related Claims¶
- Overall 3E, Empower, and Empathize scores were higher in the second AI-patient encounter, but the uncontrolled design precludes attributing this to training — related
- HAL's text-based human-likeness advantage did not transfer to embodied audiovisual interaction, and measured 3E performance was virtually identical between models — related
- Prior AI-related training is associated with higher perception scores in the overall score and the willingness, attitudes, and personal-experiences dimensions — related
- An automated LLM assessor rates 3E clinical communication skills with agreement comparable to individual human raters — related
- Counselors without prior training on prostitution/sex trafficking endorsed more stigmatizing beliefs and more rape myths — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
prior-training-higher-3e-scores |
title |
Participants with prior communication-training experience achieved higher overall 3E scores than those without |
description |
Participants with prior communication-training experience achieved higher overall 3E scores than those without |
status |
review |
evidence_strength |
weak |
newest_evidence |
2026 |
source_checked |
2026-10-20 |
generated |
by process:wiki-ingest on 2026-10-11 |
trust |
unverified — no one has confirmed this page's content |
sources |
1 — masum-hasan-2026 |
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