Early-phase FISL improves whole-process imitation performance while late-phase FISL selectively speeds successful imitation of positive emotions¶
Claim · All claims
Evidence · 1 study (2 entries) · causalr1·q3
Currency · newest study 2025 · 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.
q3 i? Onset-time of successful positive imitation decreased significantly with repetitions overall and in the late phase, but not in the early phase. → Qi Liu 2025
q3 i? Positive imitation AUC correlated with repetitions primarily during early-phase sessions, not late-phase ones. → Qi Liu 2025 (2)
Evidence¶
Qi Liu 2025¶
Qi Liu, Siyu Zhu, Can Liu, Yanmiao Yang, Chunmei Lan, Xinwei Song, Benjamin Becker, Keith M. Kendrick, Xinqi Zhou & Weihua Zhao. (2025). Neural signals gradually shift towards inferior frontal gyrus and long-term effects following facial imitation-based social learning. npj Science of Learning. https://doi.org/10.1038/s41539-025-00372-9
q3 · i? · causal · r1
Repeated measures correlation on onset-time of successful imitation in the same 80-participant FISL course: the article reports "a significant negative correlation between the onset-time of successful imitation of positive emotion and the number of repetitive learning", with no correlations for negative emotions (ps > 0.065).
"a significant negative correlation between the onset-time of successful imitation of positive emotion and the number of repetitive learning during the overall period of FISLs (rrm(879) = -0.105,pFDR = 0.003"
Qi Liu 2025 (2)¶
Qi Liu, Siyu Zhu, Can Liu, Yanmiao Yang, Chunmei Lan, Xinwei Song, Benjamin Becker, Keith M. Kendrick, Xinqi Zhou & Weihua Zhao. (2025). Neural signals gradually shift towards inferior frontal gyrus and long-term effects following facial imitation-based social learning. npj Science of Learning. https://doi.org/10.1038/s41539-025-00372-9
q3 · i? · causal · r1
Repeated measures correlations between positive imitation AUC and repetition number: significant overall and "primarily to the early phase FISLs", non-significant for late-phase sessions, supporting a phase-specific dissociation between performance gains and speed gains.
"due pri- marily to the early phase FISLs ( rrm(399) = 0.170, pFDR = 0.003, 95% CI = [0.073, 0.236]) but not the late phase ones ( rrm(399) = 0.055, p = 0.271, 95% CI = [ −0.043, 0.152])"
Discussion¶
Learner Variables¶
- Processing Speed — outcome: instruction changes it
Related Claims¶
- Imitative learning performance improves across repeated FISL sessions, with a positive-emotion advantage over negative emotions — a broader claim this one bears on
- Neural pattern similarity within the MNS increases across FISL sessions, more for positive emotions, and tracks behavioral improvement — related
- Improved positive imitation performance after FISL is mediated by increased MNS neural pattern similarity and MNS–OFC informational connectivity — related
- Long-term FISL improves fMRI-based classification of emotional faces but not emotional scenes — related
Page metadata
| Field | Value |
|---|---|
type |
claim |
id |
fisl-phase-specific-performance-speed |
title |
Early-phase FISL improves whole-process imitation performance while late-phase FISL selectively speeds successful imitation of positive emotions |
description |
Early-phase FISL improves whole-process imitation performance while late-phase FISL selectively speeds successful imitation of positive emotions |
status |
review |
evidence_strength |
moderate |
newest_evidence |
2025 |
generated |
by process:wiki-ingest on 2026-10-26 |
trust |
unverified — no one has confirmed this page's content |
sources |
2 — qi-liu-2025, qi-liu-2025-2 |
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