ArticleApplied clinical informatics2025
Implementation of Passive Deterioration Index Alerts in an Intermediate Care Unit: A Failed Early Warning System Strategy.
Article in Applied clinical informatics, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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Abstract
Traditional early warning systems (EWS) have shown uncertain efficacy in real-world settings. More recently, machine learning models like the Epic Deterioration Index (DTI) have been developed, promising greater accuracy. Recognizing the potential of DTI, but also the pervasive issue of alert fatigue with interruptive (i.e., pop-up) EWS alerts, our institution implemented a DTI-enabled EWS with passive alerts (colored icons visible in prespecified locations within the electronic health record). We hypothesized that our intervention would reduce the time to treatment for deteriorating patients.We piloted a DTI-enabled EWS in a 30-bed intermediate care unit at a large academic medical center. DTI scores, alert icons, and vital signs appeared on a custom Patient List interface. In the event of an alert, charge nurses were expected to conduct a bedside assessment and escalate care as necessary. We compared the 111-day pre- and postimplementation periods, with alert-to-action time as the primary outcome. Secondary outcomes included mortality, length of stay, ICU transfer, documentation rate, and provider acceptance.Among 301 patients with an elevated-risk score (156 pre- and 145 postimplementation), we found no significant differences in alert-to-action time (469 vs. 359 minutes before alert;
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