Data science for child health

TD Bennett, TJ Callahan, JA Feinstein, D Ghosh… - The Journal of …, 2019 - jpeds.com
Data science has revolutionized industry and academic fields including marketing, 1
astronomy, 2 and computer vision. 3 It has not yet impacted medicine and biomedical …

Ventilator-associated pneumonia and events in pediatric intensive care: a single center study

M Chomton, D Brossier, M Sauthier… - Pediatric Critical Care …, 2018 - journals.lww.com
Objectives: Ventilator-associated pneumonia is the second most common nosocomial
infection in pediatric intensive care. The Centers for Disease Control and Prevention …

A practical approach to storage and retrieval of high-frequency physiological signals

AJ Goodwin, D Eytan, RW Greer… - Physiological …, 2020 - iopscience.iop.org
Objective: Storage of physiological waveform data for retrospective analysis presents
significant challenges. Resultant data can be very large, and therefore becomes expensive …

A web-based platform for the automatic stratification of ARDS severity

M Yahyatabar, P Jouvet, D Fily, J Rambaud, M Levy… - Diagnostics, 2023 - mdpi.com
Acute respiratory distress syndrome (ARDS), including severe pulmonary COVID infection,
is associated with a high mortality rate. It is crucial to detect ARDS early, as a late diagnosis …

Label propagation techniques for artifact detection in imbalanced classes using photoplethysmogram signals

C Macabiau, TD Le, K Albert, M Shahriari… - IEEE …, 2024 - ieeexplore.ieee.org
This study aimed to investigate the application of label propagation techniques to propagate
labels among photoplethysmogram (PPG) signals, particularly in imbalanced class …

Using machine learning models to predict oxygen saturation following ventilator support adjustment in critically ill children: A single center pilot study

S Ghazal, M Sauthier, D Brossier, W Bouachir… - PloS one, 2019 - journals.plos.org
Background In an intensive care units, experts in mechanical ventilation are not
continuously at patient's bedside to adjust ventilation settings and to analyze the impact of …

Elevated diaphragmatic tonic activity in PICU patients: Age-specific definitions, prevalence, and associations

V Plante, C Poirier, H Guay, C Said… - Pediatric Critical Care …, 2023 - journals.lww.com
OBJECTIVES: Tonic diaphragmatic activity (tonic Edi, ie, sustained diaphragm activation
throughout expiration) reflects diaphragmatic effort to defend end-expiratory lung volumes …

Oxygenation defects, ventilatory ratio, and mechanical power during severe pediatric acute respiratory distress syndrome: Longitudinal time sequence analyses in a …

F Proulx, G Emeriaud, T François, JS Joyal… - Pediatric Critical Care …, 2022 - journals.lww.com
OBJECTIVES: Our understanding of pediatric acute respiratory distress syndrome is based
on information from studies reporting intermittent, serial respiratory data. We have analyzed …

GRN-Transformer: Enhancing Motion Artifact Detection in PICU Photoplethysmogram Signals

TD Le - arXiv preprint arXiv:2308.03722, 2023 - arxiv.org
This study investigates artifact detection in clinical photoplethysmogram signals using
Transformer-based models. Recent findings have shown that in detecting artifacts from the …

Prediction of Return of Spontaneous Circulation in a Pediatric Swine Model of Cardiac Arrest Using Low-Resolution Multimodal Physiological Waveforms

LEV Silva, L Shi, H Gaudio… - IEEE Journal of …, 2023 - ieeexplore.ieee.org
Monitoring physiological waveforms, specifically hemodynamic variables (eg, blood
pressure waveforms) and end-tidal CO 2 (EtCO 2), during pediatric cardiopulmonary …