Transforming Molecular Science With Large Language Models: From Molecule Understanding to Autonomous Scientific Discovery.

Pan ZC, Zhao YH, Huang HZ, Wang ZY, Geng BJ, Wang ZR, Zhao QY, Yao JQ, Yang Y

DOI: 10.1002/asia.70837
Published: 2026 Jun
Container: Chemistry, an Asian journal
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/asia.70837,
  title = {Transforming Molecular Science With Large Language Models: From Molecule Understanding to Autonomous Scientific Discovery.},
  author = {Pan ZC and Zhao YH and Huang HZ and Wang ZY and Geng BJ and Wang ZR and Zhao QY and Yao JQ and Yang Y},
  year = {2026},
  journal = {Chemistry, an Asian journal},
  doi = {10.1002/asia.70837},
  url = {https://doi.org/10.1002/asia.70837}
}

RIS

TY  - JOUR
TI  - Transforming Molecular Science With Large Language Models: From Molecule Understanding to Autonomous Scientific Discovery.
AU  - Pan ZC
AU  - Zhao YH
AU  - Huang HZ
AU  - Wang ZY
AU  - Geng BJ
AU  - Wang ZR
AU  - Zhao QY
AU  - Yao JQ
AU  - Yang Y
PY  - 2026
JO  - Chemistry, an Asian journal
DO  - 10.1002/asia.70837
UR  - https://doi.org/10.1002/asia.70837
ER  -

APA

ZC, P., YH, Z., HZ, H., ZY, W., BJ, G., ZR, W., QY, Z., JQ, Y., & Y, Y. (2026). Transforming Molecular Science With Large Language Models: From Molecule Understanding to Autonomous Scientific Discovery.. Chemistry, an Asian journal. https://doi.org/10.1002/asia.70837

Source records

pubmed · retrieved 2026-09-25T02:38:43.196Z