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The Communicating Narrative Concerns Entered by Registered Nurses (CONCERN) Clinical Decision Support Early Warning
Sarah Collins Rossetti1,2, Patricia C Dykes3,4, Christopher Knaplund1
1Department of Biomedical Informatics, Columbia University, New York, NY, United States.
The CONCERN system uses nursing notes to predict patient deterioration, aiming to reduce hospital deaths and improve outcomes. This early warning score enhances clinical decision-making for at-risk patients.
Area of Science:
- Clinical Informatics
- Artificial Intelligence in Healthcare
- Patient Safety
Background:
- Hundreds of thousands of inpatients die annually from cardiac arrest and sepsis.
- Early detection of patient deterioration and timely interventions can prevent mortality.
- A system is needed to translate real-time patient data into actionable clinical information.
Purpose of the Study:
- To implement and evaluate the effectiveness and usability of the COmmunicating Narrative Concerns Entered by Registered Nurses (CONCERN) clinical decision support (CDS) system.
- To decrease negative health outcomes in hospitalized patients, including mortality, length of stay, cardiac arrest, ICU transfers, and readmission rates.
- To assess the CONCERN CDS system's impact in a cluster randomized pragmatic clinical trial across two study sites.
Main Methods:
- A 1-year multiple time-series intervention using a phased approach: pilot testing, optimized activation, and silent release.
- Implementation of the CONCERN CDS system, including user training.
- Mixed methods approach to assess the system and gather clinician perspectives.
Main Results:
- Data collection and analysis are expected to conclude by August 2022.
- Previous work suggests the CONCERN system is expected to positively impact mortality rates and length of stay.
Conclusions:
- The CONCERN CDS system is anticipated to enhance team-based situational awareness.
- It aims to foster a shared understanding of patients at risk for clinical deterioration.
- The system is designed to facilitate timely interventions, preventing mortality and associated harm.
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