Ignite Creation Date:
2024-10-25 @ 7:56 PM
Last Modification Date:
2024-10-26 @ 3:40 PM
Study NCT ID:
NCT06596811
Status:
ACTIVE_NOT_RECRUITING
Last Update Posted:
None
First Post:
2024-09-08
Brief Title:
Research on the Risk Warning Model and Prevention Strategies for Acute Kidney Injury Associated With Cyclosporine Based on Explainable Deep Neural Networks and Therapeutic Drug Monitoring
Sponsor:
None
Organization:
None
Study Overview
Official Title:
Research on the Risk Warning Model and Prevention Strategies for Acute Kidney Injury Associated With Cyclosporine Based on Explainable Deep Neural Networks and Therapeutic Drug Monitoring
Status:
ACTIVE_NOT_RECRUITING
Status Verified Date:
2024-09
Last Known Status:
None
Delayed Posting:
No
If Stopped, Why?:
Not Stopped
Has Expanded Access:
No
If Expanded Access, NCT#:
N/A
Has Expanded Access, NCT# Status:
N/A
Acronym:
None
Brief Summary:
In this study the investigators will focus on hospitalized patients using cyclosporine and develop an acute kidney injury risk prediction model through in-depth analysis of electronic medical record data employing interpretable deep learning methods This model aims to provide timely decision-making support for clinicians regarding prevention and treatment Compared to traditional machine learning models deep neural network models can extract deeper features from complex medical data and perform more precise pattern recognition thereby improving the accuracy and reliability of predictions By developing a prediction tool based on interpretable deep learning models the investigators will be able to better assess the association between the use of CNI-class immunosuppressants and acute kidney injury explore targeted prevention strategies and offer more accurate prediction and intervention guidance for clinicians Additionally this study has significant socioeconomic benefits and promising prospects for application and promotion
Detailed Description:
None
Study Oversight
Has Oversight DMC:
None
Is a FDA Regulated Drug?:
None
Is a FDA Regulated Device?:
None
Is an Unapproved Device?:
None
Is a PPSD?:
None
Is a US Export?:
None
Is an FDA AA801 Violation?:
None