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Machine Learning and 3D Image-based Modeling for Body Weight Estimation.

NCT06281938 · Status: NOT_YET_RECRUITING · Phase: NA · Type: INTERVENTIONAL · Enrollment: 320

Last updated 2025-06-06

No results posted yet for this study

Summary

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.

Conditions

  • No Specific Conditions
  • Weight, Body
  • Drug Dose
  • Weight-Estimation

Interventions

OTHER

Weight estimation using 3D camera

Total 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.

OTHER

Standard care weight estimation

Standard care (unspecified) will be used to determine weight-based dosing and other management.

Sponsors & Collaborators

  • Florida Atlantic University

    lead OTHER

Principal Investigators

  • Mike Wells, MD, PhD · Research Professor

Study Design

Allocation
RANDOMIZED
Purpose
OTHER
Masking
DOUBLE
Model
PARALLEL

Eligibility

Min Age
18 Years
Sex
ALL
Healthy Volunteers
No

Timeline & Regulatory

Start
2026-06-30
Primary Completion
2027-06-30
Completion
2027-09-30

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Read the full study record

This page highlights key information. For complete eligibility criteria, study locations, investigator contacts, and the full protocol, visit the original record on ClinicalTrials.gov.

View NCT06281938 on ClinicalTrials.gov