Machine Learning and 3D Image-based Modeling for Body Weight Estimation.
Trial statusNot yet recruiting
Trial phaseNot applicable
Trial typeInterventional
Biological sexAll
Age18+
SponsorFlorida Atlantic University
About this trial
The goal of this randomized controlled clinical trial is to \[learn about, test, compare etc.\] in critically ill or injured cohorts of patients presenting to the Emergency Department. The main question\[s\] it aims to answer are:
* Are weight estimates from a 3D camera system more accurate than standard methods of weight estimation? * Do patients who receive weight estimates with a 3D camera system have fewer drug dosing errors than patients receiving standard care?
Participants will either receive a weight estimate using a 3D camera system, or standard methods of care.
Researchers will compare the 3D camera group to those with standard care to see if the weight estimates are more accurate, to see if drug dosing is more accurate, and to compare the incidence of adverse events related to medications in each group.
Eligibility criteria
This trial does not accept healthy volunteersQualifiers
None
Disqualifiers
Patients who are unable to provide consent.
Patients whose medical treatment could be negatively impacted by participation in the study.
Trial design
Design model
Parallel
Treatments tested in this trial
Weight estimation using 3D camera
Other interventionTotal body weight, ideal body weight and lean body weight estimates will be obtained using a 3D camera system. This weight will be used for calculation of weight-based drug doses and other weight-based interventions.
Standard care weight estimation
Other interventionStandard care (unspecified) will be used to determine weight-based dosing and other management.
Treatment groups
320 Participants
are divided into 2 treatment groupsGroup A: 3D camera weight estimationExperimental treatment 1 intervention
Group B: Standard care weight estimationPlacebo comparator 1 intervention
Trial outcomes
Primary outcomes
1
Weight estimation accuracy
Determination of accuracy against reference standard
Time frame
Immediate2
Time to obtain weight estimate
Determination of time taken to obtain weight estimate
Time frame
Immediate3
Drug dosing accuracy
Determination of accuracy against reference standard
Time frame
First 72 hours4
Correct dosing scalar used
Determination of accuracy against reference standard
Time frame
First 72 hoursSecondary outcomes
1
Accuracy of in-bed scales
Determination of accuracy against reference standard
Time frame
ImmediateLocations
Sponsors and contacts
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Source ClinicalTrials.gov
This trial is not recruiting at the moment. You can still explore other options: