Evaluation of a Computerized Diagnostic Decision Support System for Patients with Pneumonia: Study Design Considerations
Open Access
- 1 September 2001
- journal article
- Published by Oxford University Press (OUP) in Journal of the American Medical Informatics Association
- Vol. 8 (5) , 473-485
- https://doi.org/10.1136/jamia.2001.0080473
Abstract
Planning the clinical evaluation of a computerized decision support system requires a strategy that encompasses the different aspects of the clinical problem, the technical difficulties of software and hardware integration and implementation, the behavioral aspects of the targeted users, and the discip of study design. Although clinical information systems are becoming more widely available, only a few decision support systems have been formally evaluated in clinical environments. Published accounts of difficulties associated with the clinical evaluation of decision support systems remain scarce. The authors report on a variety of behavioral, logistical, technical, clinical, cost, and work flow issues that they had to address when choosing a study design for a clinical trial for the evaluation of an integrated, real-time decision support system for the automatic identification of patients likely to have pneumonia in an emergency department. In the absence of a true gold standard, they show how they created a credible, clinically acceptable, and economical reference standard for the diagnosis of pneumonia, to determine the overall accuracy of the system. For the creation of a reference standard, they describe the importance of recognizing verification bias and avoiding it. Finally, advantages and disadvantages of different study designs are explored with respect to the targeted users and the clinical setting.Keywords
This publication has 29 references indexed in Scilit:
- Community-Acquired Pneumonia: Can It Be Defined with Claims Data?American Journal of Medical Quality, 1997
- A Prediction Rule to Identify Low-Risk Patients with Community-Acquired PneumoniaNew England Journal of Medicine, 1997
- Prospective validation of artificial neural network trained to identify acute myocardial infarctionThe Lancet, 1996
- Performance of Four Computer-Based Diagnostic SystemsNew England Journal of Medicine, 1994
- Medical Diagnostic Decision Support Systems--Past, Present, And Future: A Threaded Bibliography and Brief CommentaryJournal of the American Medical Informatics Association, 1994
- Implications of therapist effects for the design and analysis of comparative studies of psychotherapies.Journal of Consulting and Clinical Psychology, 1991
- Implications of therapist effects for the design and analysis of comparative studies of psychotherapies.Journal of Consulting and Clinical Psychology, 1991
- Evaluating medical expert systems: what to test and how?Medical Informatics, 1990
- Assessment of Diagnostic TechnologiesInvestigative Radiology, 1985
- Computer-aided Diagnosis of Acute Abdominal PainBMJ, 1972