Pediatrics

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

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Toward Accountable AI-Generated Content on Social Platforms: Steganographic Attribution and Multimodal Harm Detection

The rapid growth of generative AI has introduced new challenges in content moderation and digital fo...

Immune2V: Image Immunization Against Dual-Stream Image-to-Video Generation

Image-to-video (I2V) generation has the potential for societal harm because it enables the unauthori...

Developmental brain age gap in prematurity and postnatally emerging delay in congenital heart disease

Brain development follows a precisely regulated biological timetable, with defined periods of vulner...

Predicting long-term adverse outcomes after neonatal intensive care

Neonates requiring intensive care are at increased risk for long-term neuropsychiatric disorders. Ho...

Learning Patient-Specific Event Sequence Representations for Clinical Process Analysis

Healthcare system performance evaluation is constrained by episodic performance indicators and proce...

MAMGL: A memory-augmented meta-graph learning framework for adolescent major depression disorder diagnosis

Adolescent major depressive disorder (AMDD) is a prevalent and heterogeneous psychiatric condition t...

Physics-Embedded Feature Learning for AI in Medical Imaging

Deep learning (DL) models have achieved strong performance in an intelligence healthcare setting, ye...

Benchmarking single cell transcriptome matching methods for incremental growth of cell atlases

Background: The advancement of single cell technologies has driven significant progress in construct...

Evaluating Interactive 2D Visualization as a Sample Selection Strategy for Biomedical Time-Series Data Annotation

Reliable machine-learning models in biomedical settings depend on accurate labels, yet annotating bi...

Towards clinical implementation of artificial intelligence in cancer care: Concept mapping analysis of provincial workshop findings

Background: Artificial intelligence (AI) has rapidly garnered interest in healthcare, with research ...

Methods for Knowledge Graph Construction from Text Collections: Development and Applications

Virtually every sector of society is experiencing a dramatic growth in the volume of unstructured te...

Self-supervised learning for a gene program-centric view of cell states

Single-cell omics has extended the biological interrogation of cell state from examining the express...

Utility of 3D Facial Analysis As A Biomarker In Rare Diseases Exploration with Hereditary Angioedema

Importance: People living with rare diseases (PLWRD) often face significant challenges in receiving ...

Longitudinal Digital Phenotyping for Early Cognitive-Motor Screening

Early detection of atypical cognitive-motor development is critical for timely intervention, yet tra...

From Concept to Clinic: Real World Evidence for Autonomous AI Deployment in Primary Care Telemedicine

Systems powered by large language models are widely used for health information and advice, yet robu...

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