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Accuracy of a computerized clinical decision-support system for asthma assessment and management
Authors:Laura J Hoeksema  Alia Bazzy-Asaad  Edwin A Lomotan  Diana E Edmonds  Gabriela Ramírez-Garnica  Richard N Shiffman  Leora I Horwitz
Abstract:

Objective

To evaluate the accuracy of a computerized clinical decision-support system (CDSS) designed to support assessment and management of pediatric asthma in a subspecialty clinic.

Design

Cohort study of all asthma visits to pediatric pulmonology from January to December, 2009.

Measurements

CDSS and physician assessments of asthma severity, control, and treatment step.

Results

Both the clinician and the computerized CDSS generated assessments of asthma control in 767/1032 (74.3%) return patients, assessments of asthma severity in 100/167 (59.9%) new patients, and recommendations for treatment step in 66/167 (39.5%) new patients. Clinicians agreed with the CDSS in 543/767 (70.8%) of control assessments, 37/100 (37%) of severity assessments, and 19/66 (29%) of step recommendations. External review classified 72% of control disagreements (21% of all control assessments), 56% of severity disagreements (37% of all severity assessments), and 76% of step disagreements (54% of all step recommendations) as CDSS errors. The remaining disagreements resulted from pulmonologist error or ambiguous guidelines. Many CDSS flaws, such as attributing all ‘cough’ to asthma, were easily remediable. Pediatric pulmonologists failed to follow guidelines in 8% of return visits and 18% of new visits.

Limitations

The authors relied on chart notes to determine clinical reasoning. Physicians may have changed their assessments after seeing CDSS recommendations.

Conclusions

A computerized CDSS performed relatively accurately compared to clinicians for assessment of asthma control but was inaccurate for treatment. Pediatric pulmonologists failed to follow guideline-based care in a small proportion of patients.
Keywords:Guidelines   controlled natural language   implementation   machine learning   communication   decision support   safety   informatics
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