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This article discusses the use of machine learning methods to predict intraventricular hemorrhage (IVH) in preterm infants. IVH is a common complication of preterm birth and is associated with adverse neurodevelopmental outcomes. The study used electronic medical records and antenatal data to develop a predictive model for IVH. The model achieved good accuracy and stability, with an area under the curve (AUC) of 0.88. The study identified several important risk factors for IVH, including gestational age, birth weight, hepatitis B and C infection, and red cell distribution width. However, the study has limitations, including being a single-center study and potential selection bias. Further research is needed to validate and improve the predictive model. [Extracted from the article]

High‐flow nasal cannula (HFNC) oxygen therapy, which is important in noninvasive respiratory support, is increasingly being used in critically ill neonates with respiratory failure because it is comfortable, easy to setup, and has a low incidence of nasal trauma. The advantages, indications, and risks of HFNC have been the focus of research in recent years, resulting in the development of the application. Based on current evidence, we developed guidelines for HFNC in neonates using the Grading of Recommendations Assessment, Development and Evaluation (GRADE). The guidelines were formulated after extensive consultations with neonatologists, respiratory therapists, nurse specialists, and evidence‐based medicine experts. We have proposed 24 recommendations for 9 key questions. The guidelines aim to be a source of evidence and reference of HFNC oxygen therapy in clinical practice, and so that more neonates and their families will benefit from HFNC. [ABSTRACT FROM AUTHOR]

Kangaroo mother care has reduced mortality and morbidity in preterm and low birth weight infants and has many benefits, such as promoting breastfeeding. Based on the current evidence in China and international, we developed a clinical practice guideline for kangaroo mother care in preterm and low birth weight infants using the Grading of Recommendations, Assessment, Development and Evaluation and proposed 34 recommendations for 20 key questions. Our goal is to promote the appropriate implementation of kangaroo mother care in clinical practice. [ABSTRACT FROM AUTHOR]