Screening for Behavioral Risks: A Precision Healthcare Driven Approach for Chronic Pain Evaluation in Pediatric

Vibha Anand1, Andrew S Zeft2, Steven J Spalding3

  • 1IBM T.J. Watson Research Center, Cambridge, MA, USA.

Insights

An informatics tool (PROBE) automated screening for pediatric pain risks. Poorer self-efficacy, coping, and sleep issues significantly increased chronic pain odds in children.

Area of Science:

  • Pediatric Rheumatology
  • Clinical Informatics
  • Pain Management

Background:

  • Automated screening tools can improve identification of risk factors for chronic pain in pediatric populations.
  • Previous work introduced PROBE (Program for Risk Observation and Behavioral Evaluation) for behavioral risk screening.
  • Pediatric specialty care settings present unique challenges for comprehensive patient assessment.

Purpose of the Study:

  • To evaluate the effectiveness of the PROBE informatics tool in a pediatric rheumatology outpatient practice.
  • To assess patient self-report of pain, chronic disease activity, and associated behavioral risks.
  • To identify specific behavioral factors correlating with chronic pain reporting in pediatric patients.

Main Methods:

  • The PROBE tool was deployed for a one-year pilot study in a busy pediatric rheumatology clinic.
  • 109 patients seeking routine care were assessed for pain, disease activity, and behavioral risks.
  • Statistical analysis was performed to determine the odds of reporting chronic pain based on self-reported factors.

Main Results:

  • Patients reporting poorer self-efficacy had 8 times higher odds of reporting chronic pain.
  • Patients reporting poorer coping skills had 5 times higher odds of reporting chronic pain.
  • Night-time awakenings were also significantly associated with increased odds of reporting chronic pain.

Conclusions:

  • Automated screening via tools like PROBE can identify previously unknown patient risks in specialty care waiting rooms.
  • Identifying behavioral risks such as low self-efficacy and poor coping is crucial for managing pediatric chronic pain.
  • This approach can guide precision healthcare resource allocation, including interventions like cognitive behavioral therapy.

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