COVID-19 Disease Clinical Trial
Official title:
a Retrospective Study of Neural Network Model to Dynamically Quantificate the Severity in COVID-19 Disease
Verified date | February 2024 |
Source | Xinqiao Hospital of Chongqing |
Contact | n/a |
Is FDA regulated | No |
Health authority | |
Study type | Observational |
The research aim to collect large samples of COVID-19 disease patients with clinical symptoms, laboratory and imaging examination data. Screening the biological indicators which are related to the occurrence of severe diseases. Then, investigators using artificial intelligence (AI) technology deep learning method to find a prediction model that can dynamically quantify COVID-19 disease severity.
Status | Completed |
Enrollment | 1000 |
Est. completion date | December 31, 2020 |
Est. primary completion date | August 30, 2020 |
Accepts healthy volunteers | |
Gender | All |
Age group | 18 Years to 80 Years |
Eligibility | Inclusion Criteria: - Patients of COVID-19 disease confirmed by virus nucleic acid RT-PCR and CT Exclusion Criteria: - unconfirmed suspected cases - Patients during pregnancy and lactation - incomplete clinical data - inestigators considered patients ineligible for the trial |
Country | Name | City | State |
---|---|---|---|
China | Xinqiao Hospital of Chongqing | Chongqing |
Lead Sponsor | Collaborator |
---|---|
Xinqiao Hospital of Chongqing |
China,
Type | Measure | Description | Time frame | Safety issue |
---|---|---|---|---|
Primary | discrimination | The performance of our prediction model is evaluated with the receiver operating characteristic (ROC) curves, areas under the curves (AUCs) and concordance index (c-index). | up to 3 months | |
Primary | Calibration | The calibration curves analysis is used to show error between the predicted clinical phenotype with prediction model and actual clinical phenotype. | up to 3 months | |
Primary | Net benefit | Decision curve analysis was used to determine whether the models could be considered useful tools for clinical decisionmaking by comparing the net benefits at any threshold. | up to 3 months |
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