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May 4, 2026ChildrenOpen Access

Bridging Data, Semantics, and Clinical Reasoning: A Knowledge Graph Framework for Pediatric Obstructive Sleep Apnea

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Authors

JGJames D. GeyerJGJiaqi GongPCPaul G. Cox

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Overview

Proposed framework integrates data for enhanced decision support in pediatric obstructive sleep apnea, indicating potential for improved care.

Key Points

  • The aim is to create a knowledge graph framework for pediatric obstructive sleep apnea to improve diagnostic and treatment processes.
  • Proposed a knowledge graph framework integrating structured and unstructured data.
  • Focused on personalized clinical decision support and reasoning for pediatric OSA management.
  • Achieved 100% multimodal data representation in the pilot knowledge graph.
  • Demonstrated over 90% semantic completeness in data integration.

Cite This Study

Geyer et al. (2026) studied this question.

synapsesocial.com/papers/69f837f53ed186a739982402https://doi.org/10.3390/children13050602
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