Machine Learning-Enhanced Modular Ionic Skin for Broad-Spectrum Multimodal Discriminability in Bidirectional Human-Robot Interaction.

Yang Q, Li B, Wang M, Pang G, Lu Y, Li J, Yang H, Lyu H, Xu K, Yang G

DOI: 10.1002/adma.202508795
Published: 2025 Oct
Container: Advanced materials (Deerfield Beach, Fla.)
Publisher: Not recorded
Open access: yes

Credibility signals

limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.1002/adma.202508795,
  title = {Machine Learning-Enhanced Modular Ionic Skin for Broad-Spectrum Multimodal Discriminability in Bidirectional Human-Robot Interaction.},
  author = {Yang Q and Li B and Wang M and Pang G and Lu Y and Li J and Yang H and Lyu H and Xu K and Yang G},
  year = {2025},
  journal = {Advanced materials (Deerfield Beach, Fla.)},
  doi = {10.1002/adma.202508795},
  url = {https://doi.org/10.1002/adma.202508795}
}

RIS

TY  - JOUR
TI  - Machine Learning-Enhanced Modular Ionic Skin for Broad-Spectrum Multimodal Discriminability in Bidirectional Human-Robot Interaction.
AU  - Yang Q
AU  - Li B
AU  - Wang M
AU  - Pang G
AU  - Lu Y
AU  - Li J
AU  - Yang H
AU  - Lyu H
AU  - Xu K
AU  - Yang G
PY  - 2025
JO  - Advanced materials (Deerfield Beach, Fla.)
DO  - 10.1002/adma.202508795
UR  - https://doi.org/10.1002/adma.202508795
ER  -

APA

Q, Y., B, L., M, W., G, P., Y, L., J, L., H, Y., H, L., K, X., & G, Y. (2025). Machine Learning-Enhanced Modular Ionic Skin for Broad-Spectrum Multimodal Discriminability in Bidirectional Human-Robot Interaction.. Advanced materials (Deerfield Beach, Fla.). https://doi.org/10.1002/adma.202508795

Source records

pubmed · retrieved 2026-09-25T06:18:09.657Z
europe-pmc · retrieved 2026-09-25T06:18:09.657Z