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Sep 2026

Early motor behavior reflects neurologic involvement in infants with congenital heart disease.

BACKGROUND Infants with congenital heart disease (CHD) demonstrate early differences in brain development and are at increased likelihood for neurodevelopmental delays. Spontaneous motor behavior reflects early neurologic function but remains poorly characterized in CHD. OBJECTIVE To compare spontaneous motor behavio...

C. Peyton, L. Boswell, Ann Marie Crean et al. · 0 citations
Preprint Sep 2026

Cross-Model Distillation of a Human-Pose Foundation Model from Unannotated Infant Video for Markerless 3D Pose Estimation

Spontaneous movement is one of the earliest windows onto an infant's neuromotor health, and structured clinical instruments that score it are validated early predictors of cerebral-palsy risk. However, they require specially trained raters, are time-consuming, and carry inter-rater variability. This motivates automated...

R. Cotton, D. Joshi, C. Peyton · 0 citations

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