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

Reviews (291) Clinical Informatics (2399) Clinical Information and Decision Making (3904) Digital Health, Telehealth and e-Innovation in Clinical Settings (755) Machine Learning (3350) Computer-Aided Diagnosis (445) Computational modeling of biological processes (23)

Published on in Vol 13 (2024)

This is a member publication of CSIRO, Australian e-Health Research Centre, Sydney, Australia

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/46946, first published .
Newborn baby sleeping peacefully in a hospital bassinet

Exploring Computational Techniques in Preprocessing Neonatal Physiological Signals for Detecting Adverse Outcomes: Scoping Review

Exploring Computational Techniques in Preprocessing Neonatal Physiological Signals for Detecting Adverse Outcomes: Scoping Review

Authors of this article:

Jessica Rahman1 Author Orcid Image ;   Aida Brankovic2 Author Orcid Image ;   Mark Tracy3 Author Orcid Image ;   Sankalp Khanna2 Author Orcid Image
Article Authors Cited by (8) Tweetations Metrics

Journals

  1. Barrett R, Lawler B, Liu S, Park W, Davoodi M, Martin B, Kalyanam S, Makker K, Kuiper J, Aziz K. Transforming neonatal care through informatics: A review of artificial intelligence, data, and implementation considerations. Seminars in Perinatology 2025;49(7):152144 View
  2. Hakeem D, Iqbal J, Saad M, Tahir T, Jamil A, Kainat khan . Early Detection of Sepsis and NEC Using Serial Vital Sign Trends (HR, SpO₂, RR) on Standard NICU Monitors in Preterm Neonates. Pakistan Journal of Health Sciences 2025:144 View
  3. Boie S, Giesa N, Sekutowicz M, Zhumagambetov R, Haufe S, Grünewald E, Balzer F. Multimodal data for predictive medicine: algorithmic fusion of clinical data in anesthesiology and intensive care. Frontiers in Medicine 2026;13 View
  4. Peng Z, Schouten J, Silvertand D, Long X, Lake D, Taal H, Niemarkt H, Andriessen P, Sullivan B, van Pul C. External Validation Complexities: A Comparative Study of Late-Onset Sepsis Prediction Models Across Multiple Clinical Environments. IEEE Transactions on Biomedical Engineering 2026;73(5):1921 View
  5. Palladino G, Meijer J, Schennink M, Andriessen P, Niemarkt H, van Pul C. Maturational physiology in preterm infants: morbidity impact and 2-year neurodevelopmental outcome. Pediatric Research 2026 View
  6. Hong Y, Hu W, Tang J, Xiong F. Early mobilization in neurocritical care as a threshold-regulated intervention: a narrative review of mechanistic integration and implications for neurological recovery and physiological stability. Frontiers in Neurology 2026;17 View

Conference Proceedings

  1. Wang L, Henderson T, Ong Y, Ng Y, Fan X. 2025 IEEE International Conference on Data Mining (ICDM). Towards Trustworthy Vital Sign Forecasting: Leveraging Uncertainty for Prediction Intervals View
  2. Segundo M, Luna-Perejón F, MuñozSaavedra L, García-Cabrera E, Sevillano-Ramos J, Miró-Amarante L. 2026 International Conference on Computer, Information and Telecommunication Systems (CITS). Exploring Domain Transfer of Wearable-Based Physiological Stress Models to a Neonatal-Informed Synthetic Domain View