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Applying Artificial Intelligence to Identify Subphenotypes of Acute Kidney Injury in Mexican Patients With Severe COVID-19

Completed
Conditions
Acute Kidney Injury
COVID-19
Registration Number
NCT06471101
Lead Sponsor
Instituto Nacional de Enfermedades Respiratorias
Brief Summary

The goal of this observational study was to identify subphenotypes of acute kidney injury patients with COVID-19, and the investigators analyzed their impact on mortality. The study included demographic and clinical variables of the participants. The implementation of Machine Learning algorithms and Artificial Intelligence methods are used, and some specific implementations were designed for the analysis, where each group was characterized by traditional statistical methods.

Detailed Description

Not available

Recruitment & Eligibility

Status
COMPLETED
Sex
All
Target Recruitment
2934
Inclusion Criteria
  • Patients older than 15 years old, hospitalized, and with severe acute respiratory syndrome (SARS-CoV-2) positive confirmation.
Exclusion Criteria
  • Patients who did not have at least 1 creatinine measurement.

Study & Design

Study Type
OBSERVATIONAL
Study Design
Not specified
Primary Outcome Measures
NameTimeMethod
Subphenotypes of acute kidney injury in patientsThrough study completion, an average of one month

Number of acute kidney injury subphenotypes in patients with COVID-19

Secondary Outcome Measures
NameTimeMethod
Length of stay of acute kidney injury patientsThrough study completion, an average of one month

Differences in-hospital length of stay in acute kidney injury subphenotypes of patients with COVID-19.

Mortality of acute kidney injury patientsThrough study completion, an average of one month

Differences between mortality rates in acute kidney injury subphenotypes of patients with COVID-19

Severity of acute kidney injury patientsThrough study completion, an average of one month

Differences between severity stages in acute kidney injury subphenotypes of patients with COVID-19

Renal replacement therapy requirement in acute kidney injury patientsThrough study completion, an average of one month

Differences between renal replacement therapy requirement rates in acute kidney injury subphenotypes of patients with COVID-19

Non-recovery in acute kidney injury patientsThrough study completion, an average of one month

Differences between non recovery rates in acute kidney injury subphenotypes of patients with COVID-19

Trial Locations

Locations (1)

Instituto Nacional de Enfermedades Respiratorias

🇲🇽

Mexico City, Mexico

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