A Study Of Deep Learning For Automated Detection Of Tracheal Breathing Sounds During Monitored Anesthetic Care And Post-operative Recovery

Overview

About this study

The purpose of this study is to develop and validate an artificial intelligence (AI)–driven ventilation monitoring system using pre-tracheal digital stethoscope recordings, with the goal of improving the timeliness and accuracy of ventilation abnormality detection during procedural sedation and in the post-anesthesia recovery phase.

Participation eligibility

Participant eligibility includes age, gender, type and stage of disease, and previous treatments or health concerns. Guidelines differ from study to study, and identify who can or cannot participate. There is no guarantee that every individual who qualifies and wants to participate in a trial will be enrolled. Contact the study team to discuss study eligibility and potential participation.

Inclusion Criteria:

  • Patients aged 18 years and older

  • Patients undergoing MAC or general anesthesia for an elective or semi-elective procedure at Mayo Clinic Rochester, MN

  • Ability of participant or legally authorized representative to provide informed consent

Exclusion Criteria:

  • Patients under 18 years of age

  • Patients unable to provide informed consent

  • Individuals belonging to protected or vulnerable populations not supported by specific consent accommodations (e.g., prisoners, pregnant women, neonates, cognitively impaired adults without surrogate consent)

  • Known allergy or sensitivity to skin adhesives used for stethoscope placement

  • Presence of open or healing wounds on the neck

  • Existing or planned tracheostomy on the day of surgery

  • Planned neck surgery on the day of study participation

  • Facial or neck pathology preventing proper placement of the digital stethoscope

  • Any anticipated interference of the stethoscope with clinical care or patient safety

  • American Society of Anesthesiologists (ASA) physical status classification of 4 or higher

Note: Other protocol defined Inclusion/Exclusion Criteria may apply.

 

Eligibility last updated 08/13/2025. Questions regarding updates should be directed to the study team contact.

Participating Mayo Clinic locations

Study statuses change often. Please contact the study team for the most up-to-date information regarding possible participation.

Mayo Clinic Location Status Contact

Rochester, Minn.

Mayo Clinic principal investigator

John Nathan

Contact us for the latest status

Contact information:

Cassandra Bell

(507) 422-9153

bell.cassandra@mayo.edu

More information

Publications

Publications are currently not available