BCI-SRF training increased causal effects along the SM_cortex–cerebellar–thalamus loop and enhanced bidirectional frontal-parietal causal interaction relative to finger training¶
Claim · All claims
Evidence · 1 study · causalr2·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? Compared with the Finger group, the BCI-SRF group showed significant bidirectional increase of causal effect between SM_cortex and thalamus and frontal lobe. → Yuan Liu 2024
Evidence¶
Yuan Liu 2024¶
Yuan Liu, Shuaifei Huang, Weiguo Xu, Zhuang Wang & Dong Ming. (2024). An fMRI study on the generalization of motor learning after brain actuated supernumerary robot training. npj Science of Learning. https://doi.org/10.1038/s41539-024-00294-y
q2 · i? · causal · r2
Granger Causality Analysis on ROIs from the resting-state FC results (SM_cortex integrating S1M1_R and SMA_L, thalamus, cerebellum, Frontal_Mid_L). "significant bi- directional increase of causal effect between the SM_cortex with the THA and frontal lobe" was found; SM_cortex to Cere also increased while Cere to SM_cortex decreased (p = 0.024).
"Compared with thefinger group, the BCI-SRF group showed significant bi- directional increase of causal effect between the SM_cortex with the THA and frontal lobe. (SM_cortex to THA: p = 0.01; THA to SM_cortex: p = 0.023; SM_cortex to Frontal:p = 0.02; Frontal to SM_cortex:p =0 . 0 1 5 )"
Discussion¶
Related Claims¶
- BCI-SRF training increased functional connectivity between the left primary sensorimotor cortex and left middle frontal gyrus, and between right-hemisphere intrahemispheric and interhemispheric sensorimotor regions, relative to finger training — related
- BCI-SRF training produces a substantially larger improvement in novel control-sequence accuracy than inborn finger training, with the BCI-SRF group's improvement 350% of the Finger group's — related
- Four specific sensorimotor connections showed significant TIME × GROUP interaction effects, with post-training increases only in the BCI-SRF group — related
- Training sequence accuracy improved in both groups at Post, but only the BCI-SRF group retained a significant improvement at follow-up relative to Pre — related
- Observational learning is associated with changed functional connectivity between V5/MT and sensorimotor areas, and pre-learning sensorimotor connectivity predicts subsequent learning gains — related
Page metadata
| Field | Value |
|---|---|
status |
review |
generated |
by process:wiki-ingest on 2026-10-26 |
trust |
unverified — no one has confirmed this page's content |
Frontmatter is the page's machine-readable record — see the Schema & Guide.