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This paper is in the following e-collection/theme issue:

Infoveillance, Infodemiology, Digital Disease Surveillance, Infodemic Management (1163) Machine Learning (2252) Pediatrics (175) Screening and Early Diagnosis in Pediatrics (43) Artificial Intelligence (2377)

Published on in Vol 9 (2023)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/44467, first published .
Pediatric Injury Surveillance From Uncoded Emergency Department Admission Records in Italy: Machine Learning–Based Text-Mining Approach

Pediatric Injury Surveillance From Uncoded Emergency Department Admission Records in Italy: Machine Learning–Based Text-Mining Approach

Pediatric Injury Surveillance From Uncoded Emergency Department Admission Records in Italy: Machine Learning–Based Text-Mining Approach

Authors of this article:

Danila Azzolina1 Author Orcid Image ;   Silvia Bressan2 Author Orcid Image ;   Giulia Lorenzoni3 Author Orcid Image ;   Giulia Andrea Baldan3 Author Orcid Image ;   Patrizia Bartolotta3 Author Orcid Image ;   Federico Scognamiglio3 Author Orcid Image ;   Andrea Francavilla3 Author Orcid Image ;   Corrado Lanera3 Author Orcid Image ;   Liviana Da Dalt2 Author Orcid Image ;   Dario Gregori3 Author Orcid Image
Article Authors Cited by (6) Tweetations (2) Metrics

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  2. Lorenzoni G, Gregori D, Bressan S, Ocagli H, Azzolina D, Da Dalt L, Berchialla P. Use of a Large Language Model to Identify and Classify Injuries With Free-Text Emergency Department Data. JAMA Network Open 2024;7(5):e2413208 View
  3. Singh D, Celik A, Zhang E, Liu E, Rosenfield D. AI-Driven Injury Reporting in Pediatric Emergency Departments. JAMA Network Open 2025;8(7):e2524154 View
  4. Kumar A, Senapati A, Upadhyay R, Chatterjee S, Bhattacherjee A, Samanta B. An uncertainty-aware decision support system: Integrating text narratives and conformal prediction for trustworthy accident code classification. Process Safety and Environmental Protection 2025;204:108134 View
  5. Costa M, Khan M, Vedovelli L, Gregori D, Azzolina D, Bressan S. AI-powered surveillance of bronchiolitis in the Nirsevimab era: comparative performance of machine learning, deep learning, and large language models on free-text ED records. BMC Emergency Medicine 2026 View

Conference Proceedings

  1. Setiyo Waloyo L, Agung Wibowo M, Sanjaya R. 2025 1st International Conference on Emerging Trends in Information Systems and Informatics (ICETISI). Bibliometric Landscape of Text and Document Classification Research in Natural Language Processing View