Status:

COMPLETED

Machine Learning Modeling of Intraoperative Hemodynamic Predictors of Postoperative Outcomes

Lead Sponsor:

Janny Xue Chen Ke

Collaborating Sponsors:

Dalhousie University

Harvard University

Conditions:

Perioperative/Postoperative Complications

Morbidity, Multiple

Eligibility:

All Genders

45+ years

Brief Summary

With population aging and limited resources, strategies to improve outcomes after surgery are ever more important. There is a limited understanding of what ranges of hemodynamic variables under anesth...

Detailed Description

Lay Summary Introduction: The World Health Organization estimates that 270-360 million operations are performed every year worldwide. Death and complications after surgery are a big challenge. In Can...

Eligibility Criteria

Inclusion

  • All patients ages ≥ 45 receiving their index (i.e. first) non-cardiac surgery with an overnight stay at the Nova Scotia Health Authority Queen Elizabeth II (QEII) hospitals (Victoria General and Halifax Infirmary) Halifax, Canada, from January 1, 2013 to December 1, 2017.
  • For patients who had multiple surgeries, only the first non-cardiac surgery with an overnight stay at QEII will be included to avoid confounding from previous surgical admissions (i.e. one surgical admission per patient).

Exclusion

  • No intraoperative anesthetic records
  • Cardiac surgery patients
  • Deceased organ donation

Key Trial Info

Start Date :

January 1 2013

Trial Type :

OBSERVATIONAL

Allocation :

ESTIMATED

End Date :

December 31 2017

Estimated Enrollment :

35000 Patients enrolled

Trial Details

Trial ID

NCT04014010

Start Date

January 1 2013

End Date

December 31 2017

Last Update

June 30 2020

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