Pediatrics

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

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Machine learning models in predicting viability after testicular torsion: a proof of concept study.

PURPOSE: Decision-making for orchiectomy following testicular torsion often relies on subjective clinical evaluations. This study investigates the efficacy of machine learning (ML) models in objectively predicting post-torsion testicular viability, aiming to maintain a parenchymal ratio over 80% compared to the contralateral testicle, irrespective of initial appearance and surgical timing. METHODS...

Jan 14 2026 41532993

PODiaCarD: a prototype of a digital twin platform for the management of pediatric obesity and related cardiometabolic complications.

UNLABELLED: Childhood obesity is the main driver of early metabolic risk, predisposing to cardiovascular disease (CVD) and type 2 diabetes (T2D), which cause millions of deaths worldwide. Their progression is influenced by biological, behavioral, and environmental factors. Digital Twin Systems (DTS) offer innovative ways to monitor and predict cardiometabolic risk. This work presents a prototype d...

Jan 14 2026 41533053
Machine learning in the development and application of patient-reported outcome measures (PROMs) for surgical patients: a systematic review.

BACKGROUND: Artificial intelligence (AI) and machine learning (ML) are increasingly integrated into healthcare, offering potential advancements in pat...

Jan 14 2026 41533277
ChatGPT-guided translation of pediatric emergency department discharge instructions.

BACKGROUND: Language barriers in pediatric emergency medicine discharge instructions can impact patient safety, leading to poorer post-discharge outco...

Jan 14 2026 41533280
Artificial Intelligence and the Potential Transformation of Mental Health.

IMPORTANCE: The potential of tools using artificial intelligence (AI) to address the many challenges in delivery of mental health care has been widely...

Jan 14 2026 41533367
Developing a Suicide Risk Prediction Algorithm Using Electronic Health Record Data in Mental Health Care: Real-World Case Study.

BACKGROUND: Artificial intelligence (AI) offers potential solutions to address the challenges faced by a strained mental health care system, such as i...

Jan 14 2026 41534082
Individuation of predictive parameters of posterior cranial fossa decompression in pediatric patients with Chiari I malformation and autism spectrum disorder.

PURPOSE: There are no specific guidelines for posterior cranial fossa decompression (PCFD) in asymptomatic Chiari Malformation Type I (CM-I) patients ...

Jan 14 2026 41535441
Identification of modifiable plasma protein markers of cardiometabolic risk in children and adolescents with obesity.

Pediatric obesity is linked to multi-organ inflammation and an increased risk of cardiometabolic and steatotic liver disease. To identify circulating ...

Jan 14 2026 41535681
The Role of AI in Improving Digital Wellness Among Older Adults: Comparative Bibliometric Analysis.

BACKGROUND: Advances in artificial intelligence (AI) have revolutionized digital wellness by providing innovative solutions for health, social connect...

Jan 14 2026 41540814
Segmentation of the Upper Airway using Deep learning - nnUNet.

OBJECTIVE: This study addresses these challenges by developing a robust and efficient deep learning model for automated segmentation using a large and...

Jan 14 2026 41544837
Initial diagnosis and management of acute ischemic stroke: recent update and future direction.

Acute ischemic stroke (AIS) outcomes depend critically on rapid, accurate early diagnosis in the emergency department. Traditional prehospital tools a...

Jan 14 2026 41554281
Deep learning feature-based model on abdominal radiography outperforms experts for early necrotizing enterocolitis diagnosis in neonates.

OBJECTIVES: Plain abdominal radiography is a widely used imaging modality for diagnosing neonatal necrotizing enterocolitis (NEC), but the characteris...

Jan 13 2026 41528473
Deep learning-based automatic measurement of the femoral head ossification center in healthy Korean children: development of a novel radiographic growth chart.

OBJECTIVES: To develop and validate a deep learning (DL)-based algorithm for automated measurement of femoral head ossification center (FHOC) size and...

Jan 13 2026 41528475
SERS-based deep learning approach for early detection of gestational diabetes mellitus.

Early and precise diagnosis of gestational diabetes mellitus (GDM) is crucial for improving maternal and neonatal outcomes and reducing the risk of ad...

Jan 13 2026 41547262
Assessment of Generative AI Chatbots for Neonatal Diagnostic Reasoning: A Comparative Concordance and Diagnosis Acceptability Analysis.

OBJECTIVES: To assess the concordance and diagnosis acceptability of differential diagnoses (DDs) generated by artificial intelligence (AI) chatbots c...

Jan 13 2026 41528602
Current treatment options for perinatal depression.

PURPOSE OF REVIEW: Perinatal depression (PND) affects up to one in five patients and is the leading cause of maternal mortality, yet remains underdiag...

Jan 13 2026 41531257
Robot Nurses and Artificial Intelligence in Pediatrics: Opinions of Pediatric Nurses: A Qualitative Study.

INTRODUCTION: This study was conducted to explore the views of pediatric nurses on robot nurses and artificial intelligence. METHOD: A qualitative res...

Jan 13 2026 41528290
Evidence-Based Guidelines for Podcast Production and Use in Competency-Based Health Professions Education.

BACKGROUND: Podcasts are a popular educational tool in health professions that appeal to learners for their accessibility and flexibility. Skeptics cr...

Jan 13 2026 41528291
Artificial Intelligence in Pediatric Practice: Controversies, Policy, and Practical Pointers forNurse Practitioners.

Artificial intelligence (AI) is rapidly transforming pediatric healthcare, yet many pediatric nurse practitioners lack adequate preparation for implem...

Jan 13 2026 41528292
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