Pediatrics

Latest AI and machine learning research in pediatrics for healthcare professionals.

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Artificial Intelligence in Pediatric Surgery: From Diagnostics and Preoperative Planning to Risk Stratification: A Comprehensive Review of Current Applications.

OBJECTIVE: Artificial intelligence (AI) is increasingly explored in pediatric surgical care, yet its translation into diagnostics and preoperative planning lags behind adult surgery. Unlike prior reviews, this study provides a comprehensive synthesis across four domains, diagnostics, preoperative planning, risk stratification, and surgical error prevention, highlighting recent advances and unmet c...

Nov 28 2025 41314409

Sieving Hydrogen Isotopes via Machine Learning Assisted Chemical Vapor Deposition (CVD) of High-Quality Monolayer Hexagonal Boron Nitride (h-BN) on Iron Foils.

Atomically thin two-dimensional (2D) ceramics, such as monolayer hexagonal boron nitride (h-BN), present potential for disruptive advances in separations. However, sub-atomic scale separation of hydrogen isotopes (H+/D+) require near pristine 2D material membranes, and scalable synthesis of such high-quality h-BN comparable to mechanically exfoliated crystals remains a significant challenge. Here,...

Nov 28 2025 41312660
Viral traits from deep mutational scanning and socio-demographic context predict SARS-CoV-2 lineage fitness across diverse countries.

OBJECTIVES: To assess the joint effects of SARS-CoV-2 viral traits (ACE2 binding, immune escape, and cell entry) and socio-demographic context on vira...

Nov 28 2025 41319790
Development and validation of an interpretable machine learning model using routine laboratory biomarkers to stratify severe pneumonia risk in young children.

INTRODUCTION: Severe pneumonia is a leading infectious cause of mortality in children under 5 years globally. Early identification of high-risk cases ...

Nov 27 2025 41317958
Perspectives on screening in retinopathy of prematurity: new algorithms and AI tools.

Retinopathy of prematurity (ROP) is a vasoproliferative blinding disorder of the retina, unique to premature infants and a leading cause of preventabl...

Nov 26 2025 41298074
Comparative Performance of YOLO Models in the Automated Segmentation of Dental Traumas on Panoramic Radiographs.

OBJECTIVE: This study aimed to compare the performance of artificial intelligence-based deep convolutional neural networks, YOLOv8, YOLOv11, and YOLOv...

Nov 26 2025 41305998
Application of a natural language processing algorithm to early asthma ascertainment for adults in the era of electronic health records.

BACKGROUND: The natural language processing (NLP) algorithm for predetermined asthma criteria (NLP-PAC) was successfully developed and validated for a...

Nov 26 2025 41503607
Adapt or specialize? A comprehensive evaluation of adapted SAM versus task-specific CNNs for fetal abdominal segmentation.

BACKGROUND: The fetal abdomen is crucial in prenatal screening, offering key insights into fetal growth and congenital anomalies. However, segmenting ...

Nov 26 2025 41313924
Not Ready for Prime Time: Limitations of a Retrieval-Augmented Generation Large Language Model in Assessing Risk of Bias in Observational Studies.

BACKGROUND: Current research has focused on the use of large language models (LLMs) to augment systematic reviews. LLMs are limited by their vulnerabi...

Nov 26 2025 41503344
Quantitative Analysis of Instrument Motion Paths in Cataract Surgery across a Resident's Training.

PURPOSE: To objectively quantify the motion paths of surgical instruments during cataract surgery across a resident's training, identifying patterns o...

Nov 26 2025 41552663
Current status and future directions for the use of artificial intelligence in pediatric critical care nephrology.

Artificial intelligence (AI) has the potential to significantly improve the practice of medicine. However, its application in pediatric critical care ...

Nov 25 2025 41291255
Artificial Intelligence Technologies Supporting Nurses' Clinical Decision-Making: A Systematic Review.

BACKGROUND: The use of technology to support nurses' decision-making is increasing in response to growing healthcare demands. AI, a global trend, hold...

Nov 25 2025 41292265
Application of Total-Body PET in Pediatric Patients.

This article highlights the advancements in total-body PET (TB PET) imaging, emphasizing its benefits for pediatric patients, including low-dose proto...

Nov 24 2025 41290462
Artificial intelligence-guided nutritional therapy in the ICU.

PURPOSE OF REVIEW: Critical care nutrition remains a high-stakes and error-prone domain, particularly given the complex metabolic demands and heteroge...

Nov 24 2025 41285167
Interpretable machine learning framework for predicting pesticide phytotoxicity in wastewater reuse: Integrating molecular, quantum, and experimental descriptors.

Pesticides are essential for crop protection, but their potential toxicity poses significant environmental and health risks. Although numerous toxicol...

Nov 20 2025 41274439
Fifty Shades of Red! - Utilizing Machine Learning for Estimating Blood Loss on Surgical Sponges.

BackgroundAccurate intraoperative blood loss estimation is crucial, particularly for pediatric and adolescent patients. Traditional methods (visual, g...

Nov 19 2025 41257324
Early identification of pediatric depression in western China: A multicenter, citywide evaluation of nine machine learning models.

BACKGROUND: Childhood depression is an emerging global concern, yet knowledge and early detection tools remain limited in low- and middle-income regio...

Nov 19 2025 41265655
Molecular pathways of kidney development and their applications to clinical research.

Congenital anomalies of the kidney and urinary tract (CAKUT) are the major cause of childhood chronic kidney disease and an antecedent cause of adult-...

Nov 19 2025 41271103
Ambient Artificial Intelligence Versus Human Scribes in the Emergency Department.

STUDY OBJECTIVE: To compare the use of ambient artificial intelligence (AI) versus human scribes in the emergency department in terms of note quality ...

Nov 18 2025 41251650
Redefining oropharyngeal cancer in the HPV era: integrating precision medicine and immunotherapeutic frontiers.

Oropharyngeal cancer (OPC) is increasingly driven by human papillomavirus (HPV), particularly HPV16, marking a shift in its epidemiology, prognosis, a...

Nov 18 2025 41251984
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