Machine Learning-based Longitudinal Study of Post-ICU Syndrome Development Trajectory in Critically Ill Patients and Construction of Clinical Early Warning Models: a Research Protocol for Longitudinal Study

Recruiting

• Conditions: Sleep Disorder; Cognitive Impairment; Intensive Care Unit Syndrome; Prediction; Memory Disorders

• Registration Number: NCT06427265
• Lead Sponsor: The Affiliated Hospital Of Guizhou Medical University

Brief Summary

This project intends to track and evaluate whether post-ICU syndrome will occur 7 days, 1 month, 3 months and 6 months after ICU patients are transferred out of the ICU through a longitudinal study, apply the latent category growth model to identify different trajectory patterns of post-ICU syndrome in critically ill patients, and use modern machine learning models to build an early warning model of the trajectory patterns of post-ICU syndrome.

Detailed Description

Not available

Study Timeline

• Study Start: 2023-12-01
• Study First Submitted: 2024-05-19
• Study First Submitted QC: 2024-05-19
• Study First Posted: 2024-05-23
• Status Verified: 2024-06
• Last Update Submitted: 2025-05-26
• Last Update Posted: 2025-05-31
• Primary Completion: 2025-06-01
• Study Completion: 2026-06-01

Recruitment & Eligibility

• Status: RECRUITING
• Sex: All
• Target Recruitment: 840

Inclusion Criteria

Not provided

Exclusion Criteria

Not provided

Study & Design

• Study Type: OBSERVATIONAL
• Study Design: Not specified

Primary Outcome Measures

Name	Time	Method
Correlation scale score	2024-2026	Patient: 1. Post-icu syndrome assessment of ICU survivors: Healthy Aging Brain Care monitoring(HABC Monitor) score; 2. ICU related Memory: Intensive Care Unit Memory Tool (ICUMT); 3. Sleep quality: Richards-Campbell Sleep Questionnaire (RCSQ); 4. Perceived Social Support Scale (PSSS).; Family members: 1. Sleep quality of family members: Richards-Campbell Sleep Questionnaire (RCSQ); 2. anxiety and Depression of family members: Hospital anxiety and Depression Scale score; 3. Family fatigue: Scores of fatigue rating Scale; 4. PTSD of family members: Event Impact Scale score;

Trial Locations

Locations (1)

Affiliated Hospital of Guizhou Medical University; 🇨🇳 GuiYang, Guizhou, China