Status:

COMPLETED

A Novel Approach to Antimicrobial Resistance: Machine Learning Predictions for Carbapenem-Resistant Klebsiella in ICUs

Lead Sponsor:

Kocaeli University

Conditions:

Carbapenem Resistant Enterobacteriaceae Infection

Artificial Intelligence

Eligibility:

All Genders

18+ years

Brief Summary

The aim of this study to predict carbapenem resistant Klebsiella spp. earlier in our patients monitored in our Intensive Care Unit in the future, using artificial intelligence. Patients with bloodstr...

Detailed Description

Antimicrobial resistance is a globally increasing threat and has serious consequences on both public health and the economy. In an infection that may develop with a resistant microorganism, therapeuti...

Eligibility Criteria

Inclusion

  • Patients monitored in our third-level intensive care unit between June 2017 and June 2023 will be evaluated retrospectively. Patients with pneumonia and bloodstream infection developed with Klebsiella spp. will be included in the study.

Exclusion

  • Patients under the age of 18 have not been included in the study.
  • Infections outside of the respiratory tract and bloodstream have not been included in the study.
  • Patients with respiratory tract colonization and without active inflammation have also not been included.

Key Trial Info

Start Date :

December 1 2023

Trial Type :

OBSERVATIONAL

Allocation :

ACTUAL

End Date :

June 30 2024

Estimated Enrollment :

289 Patients enrolled

Trial Details

Trial ID

NCT05985057

Start Date

December 1 2023

End Date

June 30 2024

Last Update

April 9 2025

Active Locations (1)

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Kocaeli University

Kocaeli, Turkey (Türkiye)