Adaptive refinement and prompt-guided conditioning for clinically realistic LLM-generated synthetic pediatric data.

Detalles Bibliográficos
Publicado en:Frontiers in Digital Health pp. 1 - 23
Autor principal: Alomari, Ebtesam
Formato: algorithm computer program equations & formulas research tables/charts Journal Article
Publicado: Frontiers Media S.A. 2026
Acceso en línea:Ver este registro en EBSCOhost
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      dt: 2026
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      pub: Frontiers Media S.A.
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        10.3389/fdgth.2026.1826526
        196694815
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        atl: Adaptive refinement and prompt-guided conditioning for clinically realistic LLM-generated synthetic pediatric data.
      aug:
        au: Alomari, Ebtesam
        affil: Faculty of Computing and Information, Al-Baha University, Al-Baha, Saudi Arabia
      sug:
        subj:
          Artificial Intelligence, Generative
          Natural Language Processing
          Pediatric Care
          Intensive Care Units, Pediatric
          Length of Stay Evaluation
          Prediction Models
          Risk Assessment
          Electronic Health Records
          Health Informatics
          Data Science
          Human
          Validation Studies
          Univariate Statistics
          Multivariate Statistics
          Privacy and Confidentiality
          Boosting Machine Learning Algorithms
          Classification Algorithms
          Machine Learning
          Correlation Coefficient
          ROC Curve
          Descriptive Statistics
          Health Information Systems
          Academic Medical Centers
          Hospitals, Pediatric
          China
          Data Quality
          Data Analysis, Computer Assisted
          Decision Support Systems, Clinical
      pubtype: Academic Journal
      doctype:
        algorithm
        computer program
        equations & formulas
        research
        tables/charts
        Journal Article
      ougenre: Article
      ab:
    language: English
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