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Machine learning techniques and algorithms originally developed for use in the field of robotics can be applied to continuous, noninvasive physiological waveform data to discover hidden, hemodynamic relationships. Newly developed algorithms can, in real-time: 1) predict cardiovascular collapse well ahead of any clinically significant changes in standard vital signs, 2) monitor and estimate fluid resuscitation needs, 3) estimate acute blood loss volume, and 4) estimate intracranial pressure. The investigators hypothesize that these same methods can be used to predict functional hypovolemia during regional anesthesia for labor or fetal intervention.
Specific aims:
Collect noninvasive physiological waveform data from patients undergoing regional anesthesia for labor or fetal intervention at the University of Colorado Hospital and Children's Hospital Colorado.
Combine the physiological data from patient monitors with clinical and demographic data, including maternal problem list, medications, volume infused, use of vasopressors, arterial and venous pressures, fetal heart rate, fetal umbilical artery Doppler velocimetry, maternal uterine artery Doppler waveform, fetal and neonatal outcomes etc. for use in developing mathematical model for early detection of maternal functional hypovolemia.
Develop robust, real-time, computational models for:
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| Label | Type | Description | Intervention Names |
|---|---|---|---|
| Epidural | subjects under epidural anesthesia |
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| Measure | Description | Time Frame |
|---|---|---|
| effective intravascular volume loss during maternal regional anesthesia | Develop algorithm for estimating effective intravascular volume loss during maternal regional anesthesia | during epidural, 1-4 hours |
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Inclusion Criteria:
Exclusion Criteria:
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All pregnant females undergoing regional anesthesia for labor or fetal intervention at the University of Colorado Hospital and Children's Hospital Colorado.
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| Name | Affiliation | Role |
|---|---|---|
| Steve Moulton, MD | University of Colorado, Denver | Principal Investigator |
| Facility | Status | City | State | ZIP | Country | Contacts |
|---|---|---|---|---|---|---|
| Children's Hospital Colorado | Aurora | Colorado | 80045 | United States | ||
| University of Colorado Hospital |
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| Aurora |
| Colorado |
| 80045 |
| United States |