Exploring TopicGPT for Identification of Themes of Emerging Pathogens in Biosurveillance Data.

Callahan A, Peterson K, Kalvesmaki A, Willson T, Dalton C, Vuong J, Gordon C, Barker C, Ajinwo N, Humpherys J, Stevens V, Pugh MJ, Jones M.

Open source

DOI: 10.1093/milmed/usag213
Published: 2026-08-01
Container: Mil Med
Publisher: Not recorded
Open access: no

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:10.1093/milmed/usag213,
  title = {Exploring TopicGPT for Identification of Themes of Emerging Pathogens in Biosurveillance Data.},
  author = {Callahan A and  Peterson K and  Kalvesmaki A and  Willson T and  Dalton C and  Vuong J and  Gordon C and  Barker C and  Ajinwo N and  Humpherys J and  Stevens V and  Pugh MJ and  Jones M.},
  year = {2026},
  journal = {Mil Med},
  doi = {10.1093/milmed/usag213},
  url = {https://doi.org/10.1093/milmed/usag213}
}

RIS

TY  - JOUR
TI  - Exploring TopicGPT for Identification of Themes of Emerging Pathogens in Biosurveillance Data.
AU  - Callahan A
AU  -  Peterson K
AU  -  Kalvesmaki A
AU  -  Willson T
AU  -  Dalton C
AU  -  Vuong J
AU  -  Gordon C
AU  -  Barker C
AU  -  Ajinwo N
AU  -  Humpherys J
AU  -  Stevens V
AU  -  Pugh MJ
AU  -  Jones M.
PY  - 2026
JO  - Mil Med
DO  - 10.1093/milmed/usag213
UR  - https://doi.org/10.1093/milmed/usag213
ER  -

APA

A, C., K, P., A, K., T, W., C, D., J, V., C, G., C, B., N, A., J, H., V, S., MJ, P., & M., J. (2026). Exploring TopicGPT for Identification of Themes of Emerging Pathogens in Biosurveillance Data.. Mil Med. https://doi.org/10.1093/milmed/usag213

Source records

europe-pmc · retrieved 2026-09-25T19:38:47.931Z