Bridging language models and computational materials science: A prompt‐driven framework for material property prediction

Shuai Lv, Lei Peng, Wentiao Wu, Yufan Yao, Shizhe Jiao, Wei Hu

Open source

DOI: 10.1002/mgea.70013
Published: 06
Container: Materials Genome Engineering Advances
Publisher: Not recorded
Open access: yes

Credibility signals

uncertain Score 53/100 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
supportingDirectory of Open Access Journals: A matching record was returned by DOAJ. 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/mgea.70013,
  title = {Bridging language models and computational materials science: A prompt‐driven framework for material property prediction},
  author = {Shuai Lv and Lei Peng and Wentiao Wu and Yufan Yao and Shizhe Jiao and Wei Hu},
  year = {2025},
  journal = {Materials Genome Engineering Advances},
  doi = {10.1002/mgea.70013},
  url = {https://doi.org/10.1002/mgea.70013}
}

RIS

TY  - JOUR
TI  - Bridging language models and computational materials science: A prompt‐driven framework for material property prediction
AU  - Shuai Lv
AU  - Lei Peng
AU  - Wentiao Wu
AU  - Yufan Yao
AU  - Shizhe Jiao
AU  - Wei Hu
PY  - 2025
JO  - Materials Genome Engineering Advances
DO  - 10.1002/mgea.70013
UR  - https://doi.org/10.1002/mgea.70013
ER  -

APA

Lv, S., Peng, L., Wu, W., Yao, Y., Jiao, S., & Hu, W. (2025). Bridging language models and computational materials science: A prompt‐driven framework for material property prediction. Materials Genome Engineering Advances. https://doi.org/10.1002/mgea.70013

Source records

doaj · retrieved 2026-09-25T13:39:02.797Z