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An Empirical Evaluation of Prompting Strategies for Large Language Models in Zero-Shot Clinical Natural Language Processing: Algorithm Development and Validation Study

JMIR Medical Informatics(2024)10.2196/55318Source: DataRank Database

An Empirical Evaluation of Prompting Strategies for Large Language Models in Zero-Shot Clinical Natural Language Processing: Algorithm Development and Validation Study is a research paper published in JMIR Medical Informatics (2024). On theSindex it has a DataRank of 0. It has been cited 172 times.

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0DataRank · unranked

Scored on demand from live citation data

Open Access172 citations

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›Methodology & internals

datarank_citation_only_1hop_v6· scope data_onlyMethodology

Pipeline:MetadataData-paper checkEnrichmentCitation networkScoring

Enrichment:Funding (2 grants)Impact (FWCI 15.14)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 (5)

Mark Kelley ORCID,Alyssa Samolyk-Mazzanti,Shyam Visweswaran ORCID,Yanshan Wang ORCID,Sonish Sivarajkumar ORCID

Live enrichment

PubMed:38587879 PMC:PMC11036183 OpenAlex:https://openalex.org/W4394579747

NLM NIH HHS

Grant: R01 LM014306

NCATS NIH HHS

Grant: U24 TR004111

FWCI

15.14

Citation Percentile

1.0%

Citation Trend

2023

2024

2025

2026

goldLicense: cc-by

journalhttps://medinform.jmir.org/2024/1/e55318/PDF

publisherhttps://medinform.jmir.org/2024/1/e55318/PDF

publisherhttps://medinform.jmir.org/2024/1/e55318

journalhttps://doi.org/10.2196/55318

repositoryhttps://pubmed.ncbi.nlm.nih.gov/38587879

Fields of Study

Artificial Intelligence in Healthcare and EducationMachine Learning in HealthcareTopic Modeling

Keywords

Computer scienceNatural language processingArtificial intelligenceHeuristicContext (archaeology)Task (project management)Relationship extractionMachine learningInformation extractionModelsGPTExtractionEvaluationLanguagePromptsPromptEnsemblePromptingClinical DataNlpClinical InformationLlmLanguage ModelBardGeminiZero-shotPrompt EngineeringLarge Language ModelLlmsIn-context LearningFew ShotLlama-2

Sustainable Development Goals

SDG 0: Quality Education