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From blink to care: smartphone video-based functional analysis and personalized management in pediatric blepharoptosis - PubMed

3 hours ago
  • #personalized care
  • #pediatric blepharoptosis
  • #smartphone-based analysis
  • Early detection of congenital ptosis is crucial to prevent visual and psychosocial issues in children.
  • A smartphone-based system was developed with three modules: morphological assessment, functional analysis, and a dialogue model.
  • The morphological module showed high accuracy (intraclass correlation coefficients >0.90) compared to manual assessments.
  • The functional module identified levator dysfunction with an AUC of 0.993 and achieved high stratification accuracy (0.91 internal, 0.89 real-world).
  • The dialogue model improved correctness and applicability, performing comparably to GPT-4o and achieving a patient satisfaction score of 4.93/5.
  • This platform enables precise ptosis evaluation and personalized care, facilitating informed decision-making in oculoplastic practice.