Claims

Surprise is the most frequently shared emotion among learners in synchronous online collaborative English discussion tasks

Claim · All claims
Evidence · 1 study · associational r1 · q2
Currency · newest study 2024 · not yet checked against its sources · 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? The most frequently shared emotion expressed by learners was surprise, contrasting with prior clinical-reasoning findings where anger predominated. → Duong Ngo 2024

Evidence

Duong Ngo 2024

Duong Ngo, Andy Nguyen, Belle Dang, Ha Ngo. (2024). Facial Expression Recognition for Examining Emotional Regulation in Synchronous Online Collaborative Learning. International Journal of Artificial Intelligence in Education 34:650–669. https://doi.org/10.1007/s40593-023-00378-7

q2 · i? · associational · r1

FER output aligned across group members showed surprise was the most shared emotion; the authors reviewed shared-emotion video segments and suggest learners "often expressed surprised emotions while listening to their group members' sharing information and thoughts" in the ESL context.

"Interestingly, the most frequently shared emotion expressed by the learners is surprised."

Discussion

Page metadata
Field Value
type claim
id surprise-most-frequent-shared-emotion-esl-cscl
title Surprise is the most frequently shared emotion among learners in synchronous online collaborative English discussion tasks
description Surprise is the most frequently shared emotion among learners in synchronous online collaborative English discussion tasks
status review
evidence_strength weak
newest_evidence 2024
generated by process:wiki-ingest on 2026-10-27
trust unverified — no one has confirmed this page's content
sources 1 — duong-ngo-2024

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