- Neonatal Respiratory Health Research
- Infant Nutrition and Health
- Infant Development and Preterm Care
- Non-Invasive Vital Sign Monitoring
- Healthcare Technology and Patient Monitoring
- Time Series Analysis and Forecasting
- Data Visualization and Analytics
- Retinopathy of Prematurity Studies
- Heart Rate Variability and Autonomic Control
- Child Nutrition and Water Access
- Computational Physics and Python Applications
- Fault Detection and Control Systems
- Semantic Web and Ontologies
- Gaussian Processes and Bayesian Inference
- Advanced Database Systems and Queries
- EEG and Brain-Computer Interfaces
- Neonatal and fetal brain pathology
- Birth, Development, and Health
- Clinical Nutrition and Gastroenterology
- Fuzzy Logic and Control Systems
Aalto University
2015-2024
Abstract Background Extremely low gestational age newborns (ELGANs) are at risk of neurodevelopmental impairments that may originate in early NICU care. We hypothesized oxygen saturations (SpO 2 ), arterial pO levels, and supplemental (FiO ) would associate with later neuroanatomic changes. Methods SpO , blood gases, FiO from 73 ELGANs (GA 26.4 ± 1.2; BW 867 179 g) during the first 3 postnatal days were correlated white matter injury (WM, MRI, n = 69), secondary cortical somatosensory...
Abstract Aim To describe sodium and potassium intake, their sources plasma concentrations, the association between intake morbidity in very‐low‐birthweight (VLBW, <1500 g) infants during first week of life. Methods This retrospective cohort study comprised 951 VLBW born at <32 weeks. Infants were divided into three groups according to gestational age: 23–26 ( n = 275), 27–29 433) 30–31 243) Data on fluid management laboratory findings acquired from an electronic patient information...
Abstract Aim We evaluated the nutrient intakes of very low birthweight (VLBW) infants weighing less than 1500 g and tested hypothesis that using a triple‐chamber parenteral nutrition (PN) solution, containing lipids, glucose amino acids, would improve protein intake. Methods This retrospective cohort study comprised 953 VLBW born in 2005‐2013 at gestational age 32 + 0/7 weeks admitted to neonatal care unit Helsinki Children's Hospital, Finland. The were divided into four groups according...
We examined actual fluid intake, and routes of administration, in very low birthweight (VLBW) infants during the first week life a neonatal intensive care unit.This retrospective cohort study comprised 953 born at <32 weeks 1500 g treated Helsinki University Children's Hospital from 2005 to 2013. All parenterally enterally administered fluids, their sources, were obtained our patient information system. Infants divided into three groups according gestational age: 23-26, 27-29 30-31...
Bronchopulmonary dysplasia (BPD), necrotizing enterocolitis (NEC), and retinopathy of prematurity (ROP) are severe complications affecting Very Low Birth Weight (VLBW) infants. Our findings show that data gathered in the intensive care unit during first 24 or 72 hours can be used to predict whether a VLBW infant is at risk developing BPD. Using Gaussian process classification, we achieved classification results with areas under receiver operator characteristic curve 0.85 (standard error (SE)...
Visualization is a key point in data exploration. In this paper we have emphasis adding dynamic features by constructing exploration animations. We use Principal Component Analysis (PCA) dimensionality reduction and K-means clustering algorithm defining states. predicting state transitions, Hidden Markov Model (HMM). Analyzed physical got from self-healing autonomous centers. Our research methodology to animate transitions for modern computerized environment. Jupyter tool Python 3...
Low birth weight is heavily correlated with health issues. Very low (VLBW) infants, a below 1500 g, are particularly at risk, and often subject to multiple developmental problems.