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Improving Provider Documentation Using a Pediatric Automated Documentation Assistance Tool.

Kevin D Smith1, Riley Boland2, Matthew Cerasale3

  • 1Department of Pediatrics, Sections of Pediatric Critical Care and Biomedical Informatics, Biological Sciences Division, University of Chicago, Chicago, Illinois, United States.

Applied Clinical Informatics
|December 18, 2025
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Summary
This summary is machine-generated.

Automated documentation tools can improve pediatric care by reducing clinical documentation integrity (CDI) coding queries. This study shows a real-time EHR system significantly decreased queries, enhancing provider efficiency.

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Area of Science:

  • Health Informatics
  • Pediatric Hospital Medicine
  • Clinical Documentation Improvement

Background:

  • Electronic health record (EHR) tools for clinical documentation integrity (CDI) are not well-established in pediatric care.
  • Improving documentation accuracy and efficiency is critical for pediatric inpatient providers.

Purpose of the Study:

  • To adapt and implement a real-time, automated documentation assistance tool (AutoDx) for pediatric use.
  • To decrease clinical documentation integrity (CDI) coding queries and improve the perceived ease of practice for pediatric inpatient providers.

Main Methods:

  • Adapted and implemented the AutoDx tool with pediatric-specific logic rules at an urban academic pediatric hospital.
  • Assessed the primary outcome of CDI queries per 1,000 discharges for targeted diagnoses over a 5-month implementation period.
  • Evaluated secondary outcomes including provider-surveyed ease of practice and tool uptake.

Main Results:

  • The aggregate rate of targeted CDI queries decreased by 58% postimplementation (80.7 to 33.9 per 1,000 discharges; p < 0.001).
  • Interrupted time series analysis showed an immediate 45.5% reduction in coding queries (p = 0.028), with no change in nontargeted diagnoses.
  • Tool adoption increased steadily, and 46% of providers agreed the tool improved the ease of providing quality care.

Conclusions:

  • Real-time automated documentation support tools can significantly reduce CDI coding queries in pediatric inpatient settings.
  • Despite a "task substitution" effect, the AutoDx tool enhanced perceived ease of practice, demonstrating the value of targeted EHR interventions in pediatrics.