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Enhancing Clinical Relevance of Pretrained Language Models Through Integration of External Knowledge: Case Study on Cardiovascular Diagnosis From Electronic Health Records

JMIR AI(2024)10.2196/56932Source: DataRank Database

Enhancing Clinical Relevance of Pretrained Language Models Through Integration of External Knowledge: Case Study on Cardiovascular Diagnosis From Electronic Health Records is a research paper published in JMIR AI (2024). On theSindex it has a DataRank of 0. It has been cited 13 times.

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0DataRank · unranked

Scored on demand from live citation data

Open Access13 citations

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›Methodology & internals

datarank_citation_only_1hop_v6· scope data_onlyMethodology

Pipeline:MetadataData-paper checkEnrichmentCitation networkScoring

Enrichment:Funding (3 grants)Impact (FWCI 3.41)OA: goldTopics (35)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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Authors (4)

Andrew Wen ORCID,Thien Huu Nguyen ORCID,Hongfang Liu ORCID,Qiuhao Lu ORCID

Live enrichment

PubMed:39106099 PMC:PMC11336492 OpenAlex:https://openalex.org/W4401364619

NHGRI NIH HHS

Grant: R01 HG012748

NCATS NIH HHS

Grant: U01 TR002062

National Institutes of Health

Grant: 5U01TR002062-02

Open Health Natural Language Processing Collaboratory

FWCI

3.41

Citation Percentile

0.9%

Citation Trend

2024

2025

2026

goldLicense: cc-by

journalhttps://doi.org/10.2196/56932

publisherhttps://doi.org/10.2196/56932

publisherhttps://ai.jmir.org/2024/1/e56932

repositoryhttps://pubmed.ncbi.nlm.nih.gov/39106099

repositoryhttps://www.ncbi.nlm.nih.gov/pmc/articles/11336492

Fields of Study

Machine Learning in HealthcareTopic ModelingArtificial Intelligence in Healthcare and Education0301 basic medicine0303 health sciences03 medical and health sciences

Keywords

Relevance (law)Health recordsClinical significanceElectronic health recordComputer scienceMedicineNatural language processingHealth carePathologyPolitical scienceMethodologyPhysiciansPhysicianMedical KnowledgeHealthcareElectronic Health RecordsEhrHeterogeneousData PrivacyText ClassificationHealthcare InstitutionsKnowledge IntegrationHealthcare DataHealthcare InstitutionAdaptersPre-trained Language ModelsProprietary InformationPhysician ReasoningOriginal Paper

Sustainable Development Goals

SDG 0: No poverty