From stochastic systems to governed intelligence: a neurosymbolic path for pharma.

Tan SZK, Valdez JD, Bohr A

DOI: 10.1080/17460441.2026.2744345
Published: 2026 Nov
Container: Expert opinion on drug discovery
Publisher: Not recorded
Open access: unknown

Credibility signals

limited evidence Score 43/100 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
not scoredOpen access status: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
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:10.1080/17460441.2026.2744345,
  title = {From stochastic systems to governed intelligence: a neurosymbolic path for pharma.},
  author = {Tan SZK and Valdez JD and Bohr A},
  year = {2026},
  journal = {Expert opinion on drug discovery},
  doi = {10.1080/17460441.2026.2744345},
  url = {https://doi.org/10.1080/17460441.2026.2744345}
}

RIS

TY  - JOUR
TI  - From stochastic systems to governed intelligence: a neurosymbolic path for pharma.
AU  - Tan SZK
AU  - Valdez JD
AU  - Bohr A
PY  - 2026
JO  - Expert opinion on drug discovery
DO  - 10.1080/17460441.2026.2744345
UR  - https://doi.org/10.1080/17460441.2026.2744345
ER  -

APA

SZK, T., JD, V., & A, B. (2026). From stochastic systems to governed intelligence: a neurosymbolic path for pharma.. Expert opinion on drug discovery. https://doi.org/10.1080/17460441.2026.2744345

Source records

pubmed · retrieved 2026-11-10T14:32:25.216Z