NoisyFlow: differentially private optimal transport using neural networks for secure biomedical data sharing across multiple institutions.
- DOI
- 10.1093/bioinformatics/btag239
- Published
- 2026 Jul 1
- Container
- Bioinformatics (Oxford, England)
- 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/bioinformatics/btag239,
title = {NoisyFlow: differentially private optimal transport using neural networks for secure biomedical data sharing across multiple institutions.},
author = {Li Y and Khandekar N and Wang S and Khanna V and Sanker J and Gerstein MB},
year = {2026},
journal = {Bioinformatics (Oxford, England)},
doi = {10.1093/bioinformatics/btag239},
url = {https://doi.org/10.1093/bioinformatics/btag239}
}RIS
TY - JOUR TI - NoisyFlow: differentially private optimal transport using neural networks for secure biomedical data sharing across multiple institutions. AU - Li Y AU - Khandekar N AU - Wang S AU - Khanna V AU - Sanker J AU - Gerstein MB PY - 2026 JO - Bioinformatics (Oxford, England) DO - 10.1093/bioinformatics/btag239 UR - https://doi.org/10.1093/bioinformatics/btag239 ER -
APA
Y, L., N, K., S, W., V, K., J, S., & MB, G. (2026). NoisyFlow: differentially private optimal transport using neural networks for secure biomedical data sharing across multiple institutions.. Bioinformatics (Oxford, England). https://doi.org/10.1093/bioinformatics/btag239
Source records
- pubmed · retrieved 2026-09-25T00:55:35.157Z