What We Can Learn From Failure: An EHR-Based Child Protection Alert System

Conrad Krawiec1, Seth Gerard2, Sarah Iriana3

  • 1Department of Pediatrics, Pediatric Critical Care Medicine, Penn State Children's Hospital, Hershey, PA, USA.

Child Maltreatment
|May 30, 2019
PubMed

Insights

The Child Protection Alert System (CPAS) shows low sensitivity in identifying child maltreatment, despite high specificity. Further improvements are needed for effective child protection in clinical settings.

Area of Science:

  • Pediatrics
  • Public Health
  • Health Informatics

Background:

  • Child maltreatment poses significant risks to child well-being.
  • Effective identification systems are crucial for timely intervention and protection.
  • Existing clinical decision support tools for child protection require evaluation.

Purpose of the Study:

  • To evaluate the diagnostic accuracy and efficacy of a novel Child Protection Alert System (CPAS).
  • To assess the system's ability to identify children with confirmed or suspected maltreatment using triggering diagnoses.
  • To identify barriers in the design and implementation of CPAS for protecting at-risk children.

Main Methods:

  • Retrospective review of 666 electronic health records (EHRs) of patients evaluated by a child protection team (2009-2014).
  • Analysis of EHRs for the presence of pop-up alerts, text-based visual alerts, and qualifying diagnoses indicative of child maltreatment.
  • Assessment of the CPAS's diagnostic accuracy, including sensitivity and specificity for child maltreatment identification.

Main Results:

  • Only 21.7% of children with confirmed/suspected maltreatment had a qualifying longitudinal diagnosis listed.
  • The pop-up alert demonstrated low sensitivity (13.9%) but 100% specificity.
  • The text-based visual alert was present in 44 out of 45 relevant cases, indicating good visibility once triggered.

Conclusions:

  • The CPAS offers a potential method for supporting clinical decision-making in identifying children at risk of abuse.
  • Significant barriers exist in the effective design and implementation of CPAS, particularly concerning alert sensitivity.
  • Further research and system refinement are necessary to enhance CPAS efficacy in protecting vulnerable children.

Related Concept Videos

Transmission-based Precautions II: Airborne and Protective Environment01:25

Transmission-based Precautions II: Airborne and Protective Environment

Transmission-based precautions are for patients infected or suspected to be infected (or colonized) with organisms posing a significant risk to others. The transmission precautions include airborne and protective environment precautions.
Airborne precautions:
Use airborne precautions when treating patients known or suspected to have diseases that spread through the air—for example, tuberculosis or measles. These organisms are present in smaller droplets expelled by an infected person and...
1.9K
Zones of Protection01:16

Zones of Protection

In power systems, the entire setup is divided into protective zones to isolate faults and protect the rest of the network. These zones include generators, transformers, buses, transmission lines, distribution lines, and motors. Each zone can be visualized as a separate room in a house, with each room protected by its own circuit breaker.
Protective zones are defined by closed dashed lines, containing one or more components. A key characteristic of these zones is the strategic placement of...
785
Protection of Alcohols02:31

Protection of Alcohols

This lesson delves into the concept of protection and deprotection of a functional group fundamental to synthetic organic chemistry. These phenomena are explained in the context of aliphatic and aromatic alcohols.
Protection
It defines a protecting group as the masking agent to make the more reactive species inert to a given set of conditions. This concept is depicted via the illustration of liquid flow through different outlets in an assembly of pipes. The analogy helps to understand the role...
8.0K
Protecting Self-Esteem01:27

Protecting Self-Esteem

Self-esteem, a central component of psychological well-being, is actively maintained through various cognitive and behavioral strategies. Individuals employ specific mechanisms to preserve a positive self-concept and mitigate threats to their self-worth, particularly in contexts involving social evaluation or personal feedback. Four primary techniques are commonly used to sustain self-esteem.Manipulating AppraisalsOne prominent strategy involves manipulating appraisals from others. Individuals...
204
Radial System Protection01:23

Radial System Protection

Radial systems employ time-delay overcurrent relays to reduce load interruptions. When a fault occurs, the nearest breaker opens first, while upstream breakers remain closed due to longer delay settings. This approach ensures minimal disruption to the rest of the system.
In a radial system with a fault downstream of the third breaker, ideally, only the third breaker will open, isolating the fault and interrupting the load connected beyond it. The second breaker has a longer delay setting,...
431
Avoidance Learning and Learned Helplessness01:14

Avoidance Learning and Learned Helplessness

Avoidance learning and learned helplessness are critical concepts in understanding behavioral responses to negative stimuli.
Avoidance learning occurs when an organism learns that a specific behavior can prevent an unpleasant outcome. For example, a student who receives a bad grade may start studying harder to avoid future poor grades. This behavior persists even when the negative outcome is no longer present. Avoidance learning is powerful because it maintains behavior in the absence of the...
2.5K