University of Michigan
Ann Arbor, Michigan, 48109, United States
Location status: Recruiting
NCT Number: NCT07304050
The purpose of this study is to evaluate the effectiveness and user satisfaction of the study teams early warning system, called PICTURE, which utilizes artificial intelligence (AI) techniques and algorithms to identify patient deterioration on pediatric units within Mott Children's Hospital.
In this pilot study the patient care team will review the PICTURE information and alerts. Morning rounds will be partially informed by the PICTURE scores and the scores will be included in the hand off notes for the patients with a red score.
The primary purpose of this study is to test the hypothesis that the combination of the PICTURE-Pediatric model, the proposed workflow and the proposed interface results in at least 80% compliance.
No participants will be consented as the Institutional review board has approved a waiver of consent for THE clinicians and the patients information being reviewed.
The enrollment numbers will include only the clinicians.
Interested in participating?
Request Info30 day–25 year
All sexes
Interventional
Not applicable
Ann Arbor, Michigan, 48109, United States
Location status: Recruiting
PICTURE Pediatric evaluates large amounts of patient data, labs, monitored data, and vital signs (all variables that are measured as part of routine clinical care and that are stored in the electronic health record in real-time); it does this every 15-minutes and delivers a deterioration risk index score that has been shown to outperform Pediatric Early Warning Score (PEWS), and other similar scoring systems in identifying patients at risk for clinical deterioration. Clinical implementation of PICTURE Pediatric could identify patients at high risk of deterioration early enough to intervene and decrease the need for transfer to the Pediatric Intensive Care unit (PICU), and it could also reduce morbidity and hospital length of stay. This in turn could also improve bed availability for patients awaiting admission in the emergency department and improve efficient transfer out of the PICU, all of which improves care and reduces cost for the patients, their families, and the hospital system.
This protocol also does not mandate or require clinical decisions based on alerts generated (e.g. there is no mandate to transfer to the Intensive Care unit, perform an intervention, or change therapy/clinical course based on PICTURE alerts); rather, the clinical team will decide whether additional investigation, therapy, intervention, or transfer is required after alerts are generated based on staff's clinical experience, knowledge and with consultation with an attending physician when applicable. In case of device failure, there would be no deterioration risk scores generated and the clinical teams would simply continue to follow the current workflow.
Healthy volunteers accepted: No
Only the study team can determine whether someone qualifies for participation.
Inclusion criteria
- Patients:
Exclusion criteria
- Patients:
Patients that satisfy the inclusion criteria will receive PICTURE-Pediatric scores and alerts. Scores are numbers that indicate the likelihood that the patient may experience deterioration in the next 24 hours, i.e., the higher the score, the higher the likelihood of deterioration. Alerts will be sent through pages or phone notifications, depending on the user's current method of receiving non-routine communications. Scores are also available through electronic medical record as a column that can be wrenched into the patient lists, in a patient summary report and as a vital and/or a flowsheet. The scores for patients with an alert (scores that have surpassed the corresponding alert thresholds) will be colored accordingly (yellow or red) in the electronic medical record. Various staff on the clinical team will use this data to help determine intervention and or escalation depending on the alerts.
The morning rounds and prerounding procedures will revert back to the baseline procedures before the trial. All care teams will be notified about this transition in advance and will be directed to revert back to the standard of care.
Time frame: within 30 minutes after each alert during a patient's admission
Responses to the questions measure compliance with the workflow. Compliance will be measured as binary outcomes (i.e., compliant and noncompliant) and aggregated as a proportion.
Time frame: At the end of the study (approximately 4 months after the start of the enrollment)
There are 4 questions that the clinicians will answer about intervention with options from completely agree (5) to completely disagree (1). The range of scores are 4-20 with a higher score indicating greater acceptability.
Time frame: At the end of the study (approximately 4 months after the start of the enrollment)
There are 4 questions that the clinicians will answer about intervention with options from completely agree (5) to completely disagree (1). The range of scores are 4-20 with a higher score indicating greater appropriateness.
Time frame: At the end of the study (approximately 4 months after the start of the enrollment)
There are 4 questions that the clinicians will answer about intervention with options from completely agree (5) to completely disagree (1). The range of scores are 4-20 with a higher score indicating greater feasibility.
Contact information is provided by the study sponsor or research team.
University of Michigan
Other
Pilot Randomized Controlled Trial of PICTURE-Pediatric
OpenTrials presents study information sourced from ClinicalTrials.gov. The official registry record should be consulted for the latest information.
View the official ClinicalTrials.gov record (opens in a new tab)This listing is for discovery and informational purposes only. It is not medical advice, does not guarantee that a study is recruiting, and does not determine eligibility. Contact the study team and a qualified healthcare professional when considering participation.
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