Hidden failure modes of large language models in healthcare-associated infection surveillance: a structured evaluation using NHSN definitions.
- DOI
- 10.1017/ice.2026.10444
- Published
- 2026 Apr 6
- Container
- Infection control and hospital epidemiology
- 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.
- cautionDOI resolves: No matching Crossref record was present in this response.
- 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.
- not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made.
- not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made.
- not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made.
- not scoredROR affiliation: Not checked or no result supplied; no credibility inference made.
- not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- 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.
- not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete.
- supportingOpen access status: Normalized open-access status: open.
- not scoredPublication license: Not checked or no result supplied; no credibility inference made.
- not scoredPublication version: A publication version was supplied but is not scored.
- cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty.
Cite this work
BibTeX
@article{allodium:10.1017/ice.2026.10444,
title = {Hidden failure modes of large language models in healthcare-associated infection surveillance: a structured evaluation using NHSN definitions.},
author = {Alzyood M and Veldhuis A and Stevenson H and Sheikh S},
year = {2026},
journal = {Infection control and hospital epidemiology},
doi = {10.1017/ice.2026.10444},
url = {https://doi.org/10.1017/ice.2026.10444}
}RIS
TY - JOUR TI - Hidden failure modes of large language models in healthcare-associated infection surveillance: a structured evaluation using NHSN definitions. AU - Alzyood M AU - Veldhuis A AU - Stevenson H AU - Sheikh S PY - 2026 JO - Infection control and hospital epidemiology DO - 10.1017/ice.2026.10444 UR - https://doi.org/10.1017/ice.2026.10444 ER -
APA
M, A., A, V., H, S., & S, S. (2026). Hidden failure modes of large language models in healthcare-associated infection surveillance: a structured evaluation using NHSN definitions.. Infection control and hospital epidemiology. https://doi.org/10.1017/ice.2026.10444
Source records
- pubmed · retrieved 2026-09-25T18:11:13.772Z