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Clinical Trial Details — Status: Enrolling by invitation

Administrative data

NCT number NCT05474274
Other study ID # 21-013443
Secondary ID
Status Enrolling by invitation
Phase
First received
Last updated
Start date November 23, 2022
Est. completion date November 2025

Study information

Verified date November 2023
Source Mayo Clinic
Contact n/a
Is FDA regulated No
Health authority
Study type Observational

Clinical Trial Summary

The purpose of this research is to identify physiological markers to determine pain intensity and build an Artificial Intelligence (AI) enabled system to objectively measure pain intensity. Researchers hope to personalize pain medication regimens to help prevent medication over-use.


Recruitment information / eligibility

Status Enrolling by invitation
Enrollment 70
Est. completion date November 2025
Est. primary completion date November 2024
Accepts healthy volunteers
Gender All
Age group 18 Years and older
Eligibility Inclusion Criteria: - Patients undergoing low-risk outpatient plastic surgery procedures with expected pain intensities ranging from mild to severe. Exclusion Criteria: - Patients with treated or untreated cardiopulmonary syndromes. - Patients with treated or untreated ophthalmologic pathologies. - Patients with skin pathologies that prevent us from using the TENS device. - Patients with pathologies or conditions preventing them from appropriately using their voice. - Patients with barriers to effective communication. - Patients with poor digital literacy. - Patients incapable of taking oral medication. - Patients who are currently taking medical therapy for chronic pain. - Patients with a previous diagnosis of severe anxiety disorders. - Patients who are immobile at baseline.

Study Design


Related Conditions & MeSH terms


Intervention

Other:
Machine learning algorithms
Machine learning techniques to rank order physiologic variables obtained via the wearable and handheld devices as well as remove low-importance and redundant variables to accurately determine postoperative pain intensity in outpatients

Locations

Country Name City State
United States Mayo Clinic Florida Jacksonville Florida

Sponsors (1)

Lead Sponsor Collaborator
Mayo Clinic

Country where clinical trial is conducted

United States, 

Outcome

Type Measure Description Time frame Safety issue
Primary Using machine Learning for Postoperative Pain Pain Prediction The primary outcome will be the accuracy of machine learning algorithms for postoperative pain prediction using root mean square errors. 8 months
Secondary Physiologic variable %? defining the physiologic biomarker's change in measurements after pain medication The secondary outcome will be the physiologic variable's use to define the physiologic biomarker's change in measurements after pain medication (%? in signal's respective units). 8 months
Secondary Physiologic variable absolute ? defining the physiologic biomarker's change in measurements after pain medication The secondary outcome will be the physiologic variable's use to define the physiologic biomarker's change in measurements after pain medication (absolute ? in signal's respective units). 8 months
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