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Robust privacy amidst innovation with large language models through a critical assessment of the risks

Journal of the American Medical Informatics Association(2025)10.1093/jamia/ocaf037Source: DataRank Database

Robust privacy amidst innovation with large language models through a critical assessment of the risks is a research paper published in Journal of the American Medical Informatics Association (2025). On theSindex it has a DataRank of 0.290. It has been cited 5 times, with 4 citing works in its 1-hop citation network.

N/A

0.290DataRank · unranked

Scored on demand from live citation data

Open Access5 citations · 4 citing works in its network

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›Methodology & internals

datarank_citation_only_1hop_v6· scope data_onlyMethodology

Pipeline:MetadataData-paper checkEnrichmentCitation networkScoring

Enrichment:Funding (34 grants)Impact (FWCI 5.97)OA: greenTopics (53)IDs (PubMed, PMC, OpenAlex)SDGs (1)

FAIR Checklist

Context only (not used in score)

Findable (1/2)

Has DOI

Accessible (1/2)

Open Access

Interoperable (0/2)

Reusable (0/3)

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DataRank Breakdown

Base Score 93%Citation Network 7%

Base Score Contribution

0.269

From this paper's citation signal

Citation Network Contribution

0.0209

From 1 citing papers with measurable signal

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Top 4 citers driving the network score

Ranked by each citer's contribution to N(p) — log1p(C_q) divided by its reference count — out of 4 citers.

A Scoping Review of Synthetic Data Generation by Language Models in Biomedical Research and Application: Data Utility and Quality Perspectives
Journal of Healthcare Informatics Research20265 citations73 referencesContributes 0.025
A Scoping Review of Synthetic Data Generation by Language Models in Biomedical Research and Application: Data Utility and Quality Perspectives
Journal of Healthcare Informatics Research20260 citations73 referencesContributes 0.000
A Multi-layered Privacy-Preserving Framework for Large Language Models in Healthcare
Communications in computer and information science20260 citations21 referencesContributes 0.000
AI Privacy and Security in Healthcare: A Systematic Literature Review
International Journal of Telerehabilitation20260 citations95 referencesContributes 0.000

Authors (5)

Atiquer Rahman Sarkar ORCID,Yu-Chun Hsu ORCID,Noman Mohammed ORCID,Xiaoqian Jiang ORCID,Yao-Shun Chuang ORCID

Live enrichment

PubMed:40112189 PMC:PMC12012348 OpenAlex:https://openalex.org/W4408725130

NSERC

Grant: RGPIN-04127-2022

NSERC

Grant: ALLRP 592951-24

Cancer Research

Grant: RR180012

National Institute of Health

Grant: R01AG066749

National Institute of Health

Grant: R01LM013712

National Institute of Health

Grant: R01LM014520

National Institute of Health

Grant: R01AG082721

National Institute of Health

Grant: R01AG083039

National Institute of Health

Grant: U01AG079847

National Institute of Health

Grant: U24LM013755

National Institute of Health

Grant: U01TR002062

National Institute of Health

Grant: U01CA274576

National Institute of Health

Grant: U54HG012510

National Science Foundation

Grant: #2124789

NSERC Alliance Grants

Grant: 592951-24

Natural Sciences and Engineering Research Council of Canada

Grant: unidentified

unidentified

National Institutes of Health

Grant: 5R01LM013712-08

Decentralized differentially-private methods for dynamic data release and analysis

National Institutes of Health

Grant: 5R01AG066749-04

Finding combinatorial drug repositioning therapy for Alzheimer's disease and related dementias

National Institutes of Health

Grant: 1U24LM013755-01

RADx-Rad Discoveries & Data: Consortium Coordination Center Program Organization

National Institutes of Health

Grant: 1R01LM014520-01A1

Accelerating Genomic Data Sharing and Collaborative Research with Privacy Protection

National Institutes of Health

Grant: 5R01AG082721-02

Harmonizing multiple clinical trials for Alzheimer's disease to investigate differential responses to treatment via federated counterfactual learning

National Institutes of Health

Grant: 5U01CA274576-02

Robust privacy preserving distributed analysis platform for cancer research: addressing data bias and disparities

National Science Foundation

Grant: 2124789

Collaborative Research: SaTC: CORE: Medium: PREMED: Privacy-Preserving and Robust Computational Phenotyping using Multisite EHR Data

National Institutes of Health

Grant: 5U01TR002062-02

Open Health Natural Language Processing Collaboratory

Falconer Emerging

Christopher Sarofim Family

CPRIT

Falconer Emerging Researcher Rh

UMGF

Christopher Sarofim Family

Falconer Emerging

CPRIT

Falconer Emerging Researcher Rh

UMGF

FWCI

5.97

Citation Percentile

1.0%

Citation Trend

2025

2026

greenLicense: cc-by

repositoryhttps://arxiv.org/pdf/2407.16166

publisherhttps://academic.oup.com/jamia/article-pdf/32/5/885/62494779/ocaf037.pdf

repositoryhttp://arxiv.org/abs/2407.16166

journalhttps://doi.org/10.1093/jamia/ocaf037

Fields of Study

Machine Learning in HealthcareArtificial Intelligence in Healthcare and EducationElectronic Health Records Systems02 engineering and technology0202 electrical engineering, electronic engineering, information engineeringNatural Language ProcessingElectronic Health RecordsHumansConfidentialityHealth Insurance Portability and Accountability ActComputer SecurityUnited StatesLarge Language Models

MeSH Terms

Large Language ModelsConfidentialityHumansNatural Language ProcessingUnited StatesComputer SecurityHealth Insurance Portability and Accountability ActElectronic Health Records

Keywords

Health Insurance Portability and Accountability ActComputer scienceSoftware portabilityCosine similarityUsabilityHealth careInformation retrievalF1 scoreNatural language processingArtificial intelligenceData extractionHealth recordsData qualitySimilarity (geometry)Machine learningConfidentialityData miningMetric (unit)Computer securityMEDLINEPattern recognition (psychology)Human–computer interactionData AnonymizationText GenerationLarge Language ModelsFOS: Computer and information sciencesComputer Science - Computation and LanguageResearch and ApplicationsUnited StatesElectronic Health RecordsHumansComputation and Language (cs.CL)

Sustainable Development Goals

SDG 0: Industry, innovation and infrastructure