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A Study to Evaluate Chang Gung Pneumothorax Detection Software

Conditions
Pneumothorax
Interventions
Device: Chang Gung Pneumothorax Detection Software
Registration Number
NCT05903209
Lead Sponsor
Chang Gung Memorial Hospital
Brief Summary

The Chang Gung Pneumothorax Detection Software is a medical software that can automatically detect whether there is a pneumothorax in Chest X-Ray. The purpose of this study is to verify whether the Chang Gung Pneumothorax Detection Software can correctly identify patients with pneumothorax in Chest X-Ray. The results of the software analysis will be used for the performance of the software on the primary and secondary outcomes.

Detailed Description

This clinical trial is a retrospective study. DICOM images of de-identified Chest X-Ray were collected from 6 hospitals of Chang Gung Memorial Hospital from January 1, 2006 to December 31, 2020. The test set of 5,347 items was established, and total of 344 cases will be sampled by simple random stratification, including 172 cases with pneumothorax and 172 cases without pneumothorax. The image must be in DICOM format.

Follow-up by three specialist physicians to interpret the presence or absence of pneumothorax, the result will be the standard of this test (Reference). After confirming the correct standard of each Chest X-Ray, the Chest X-Ray will be put into Chang Gung Pneumothorax Detection Software, and analyzed by the primary and secondary outcomes.

Recruitment & Eligibility

Status
ENROLLING_BY_INVITATION
Sex
All
Target Recruitment
344
Inclusion Criteria
  • The case were over 20 years old and under 100 years old.
  • DICOM format.
  • Brand model of Canon.
  • DICOM resolution length range (700-3400 pixels), width range (490-3600 pixels).
  • poster-anterior view(PA-view) of chest X-ray
Exclusion Criteria
  • The chest X-ray contains items that affect interpretation, such as chest tubes, endotracheal tubes, and heart rhythm regulators, but does not include patches and circuits used in electrocardiograms.
  • The chest X-ray that are difficult to interpret due to poor image quality.

Study & Design

Study Type
OBSERVATIONAL
Study Design
Not specified
Arm && Interventions
GroupInterventionDescription
Software diagnosisChang Gung Pneumothorax Detection SoftwareSoftware diagnosis with gold standard of 3 doctors' interpretation.
Primary Outcome Measures
NameTimeMethod
Sensitivitybaseline

The rate of test results that correctly indicate the presence.

Secondary Outcome Measures
NameTimeMethod
Specificitybaseline

The rate of test results that correctly indicate the absence.

Area Under the receiver operating characteristic Curvebaseline

A graphical plot that illustrates the diagnostic ability of a binary classifier system as its discrimination threshold is varied.

Trial Locations

Locations (1)

Chang Gung memorial hospital

🇨🇳

Taoyuan City, Taiwan

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