Auditable large language model curation of clinical notes refines glucagon-like peptide-1 initiation, persistence ascertainment, and compounding use beyond prescription records.
- DOI
- 10.1093/biomethods/bpag035
- Published
- 2026
- Container
- Biology methods & protocols
- 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:10.1093/biomethods/bpag035,
title = {Auditable large language model curation of clinical notes refines glucagon-like peptide-1 initiation, persistence ascertainment, and compounding use beyond prescription records.},
author = {Varma G and Murugadoss K and Kurian ME and Varghese J and Venkatakrishnan AJ and Soundararajan V},
year = {2026},
journal = {Biology methods \& protocols},
doi = {10.1093/biomethods/bpag035},
url = {https://doi.org/10.1093/biomethods/bpag035}
}RIS
TY - JOUR TI - Auditable large language model curation of clinical notes refines glucagon-like peptide-1 initiation, persistence ascertainment, and compounding use beyond prescription records. AU - Varma G AU - Murugadoss K AU - Kurian ME AU - Varghese J AU - Venkatakrishnan AJ AU - Soundararajan V PY - 2026 JO - Biology methods & protocols DO - 10.1093/biomethods/bpag035 UR - https://doi.org/10.1093/biomethods/bpag035 ER -
APA
G, V., K, M., ME, K., J, V., AJ, V., & V, S. (2026). Auditable large language model curation of clinical notes refines glucagon-like peptide-1 initiation, persistence ascertainment, and compounding use beyond prescription records.. Biology methods & protocols. https://doi.org/10.1093/biomethods/bpag035
Source records
- pubmed · retrieved 2026-09-25T23:05:58.675Z