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NCT06724120

Artificial Intelligence Prognostic Model for Sepsis Based on Time Series Analysis

Completed Last updated 9 December 2024
What this trial tests

trial testing No interventions in Sepsis in 3,641 participants. Completed in 31 December 2023.

Timeline
1 January 2020
Primary endpoint
31 December 2023
31 December 2023

Quick facts

Lead sponsorWest China Hospital
StatusCompleted
Study typeOBSERVATIONAL
Enrollment3,641
Start date1 January 2020
Primary completion31 December 2023
Estimated completion31 December 2023
Sites1 location across China

Drugs / interventions tested

Conditions studied

Sponsor

West China Hospital

Who can join

18 and older, any sex, with Sepsis or Prognostic Model. Patients with the condition only — healthy volunteers not accepted.

Sponsor's own description

Sepsis is a life-threatening organ dysfunction caused by a dysregulated host response to infection. It is one of the leading causes of death and disability worldwide, with an inpatient mortality rate of 10-20%. Sepsis is a severe complication in critically ill patients and can lead to septic shock and multiple organ dysfunction syndrome (MODS), usually triggered by severe trauma, surgery, and infections. Despite the availability of advanced diagnostic, therapeutic, and monitoring technologies, the incidence and mortality of sepsis remain high, posing a significant global challenge to the medical community. Over 49 million people worldwide develop sepsis annually, with approximately 11 million deaths, resulting in a mortality rate of about 15%-25%. This study aims to develop a prognosis prediction model for sepsis patients using a neural network architecture (Transformer algorithm), based on time-series data. The primary outcome observed is the mortality outcome of sepsis patients. The goal of the research is to enhance the early identification of high-risk sepsis patients, thereby optimizing the timing of sepsis treatment and intervention and improving the accuracy of prognosis prediction for sepsis patients.

Publications & conference data

No peer-reviewed publications indexed yet for this trial. Completed trials usually publish results within 12-18 months.

Verify or expand the search:

Other trials of No interventions

Trials testing the same drug.

Other recruiting trials for Sepsis

Currently open trials in the same condition.

Other West China Hospital trials

Trials by the same sponsor.

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Data sources for this page

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