Status:

COMPLETED

A Machine Learning Approach to Continuous Vital Sign Data Analysis

Lead Sponsor:

University of Colorado, Denver

Conditions:

Vital Signs

Eligibility:

All Genders

Up to 89 years

Brief Summary

Study hypothesis: Machine Learning algorithms and techniques previously developed for use in the robotics field can be applied to the field of medicine. These state-of-the-art, feature extraction and ...

Eligibility Criteria

Inclusion

  • Age: 0 days - 89 years
  • Admitted to the surgical intensive care unit (SICU) at the University of Colorado Hospital or to the pediatric intensive care unit (PICU) or children's intensive care unit (CICU) at Children's Hospital Colorado or patients in the Childrens Hospital Colorado (CHC) emergency room with the following conditions
  • Hemodynamic instability
  • Febrile \>38.5
  • Respiratory distress
  • Requiring mechanical ventilation
  • Requiring central access
  • Requiring vasoactive medications As well as the time that any of these patients might be in the operating rooms at Children's Hospital Colorado.

Exclusion

  • Pregnant
  • Incarcerated
  • Limited access to or compromised monitoring sites for non-invasive finger and forehead sensors
  • Brain death (GCS 3 with fixed, dilated pupils)), unless patient is actively being resuscitated (see CPR specific details in protocol and application)

Key Trial Info

Start Date :

September 1 2011

Trial Type :

OBSERVATIONAL

Allocation :

ACTUAL

End Date :

May 19 2022

Estimated Enrollment :

605 Patients enrolled

Trial Details

Trial ID

NCT01448161

Start Date

September 1 2011

End Date

May 19 2022

Last Update

September 28 2023

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