With the Development of Research, New Algorithms and Technologies Have Emerged, One of Which is Machine Learning. Machine Learning Can Extract Key Factors From Vast Amounts of Data, Identify Underlying Patterns, and Predict Future Trends. In Recent Years, Machine Learning Has Been Widely Used in
NCT07121309 · Status: COMPLETED · Type: OBSERVATIONAL · Enrollment: 901
Last updated 2025-08-13
Summary
The aim of this study is to construct a predictive model for postoperative delirium in elderly patients with hip fractures. The main question it answers is to construct a risk prediction model for hip fractures in the elderly through six machine learning methods, compare which method's model is better, and conduct external validation of the model's stability to provide a reference for the early clinical detection of postoperative delirium in elderly hip fracture patients.
The clinical data of elderly patients with hip fractures have been collected in clinical practice and the model has been constructed.
Conditions
- Delirium
Sponsors & Collaborators
-
Second Affiliated Hospital of Soochow University
lead OTHER
Eligibility
- Min Age
- 60 Years
- Sex
- ALL
- Healthy Volunteers
- Yes
Timeline & Regulatory
- Start
- 2024-10-17
- Primary Completion
- 2025-03-03
- Completion
- 2025-03-03
Countries
- China
Study Locations
More Related Trials
-
Effectiveness of the Delirium Zero Protocol to Prevent the Onset of Delirium in Patients Undergoing Hip Fracture Surgery
NCT07202208 ·Status: RECRUITING ·Phase: NA
-
Prevention of Delirium Among Elderly Patients With Hip Fractures
NCT03470662 ·Status: COMPLETED ·Phase: NA
-
Association of Frailty and Delirium in Elderly Hip Fracture Patients
NCT05246254 ·Status: UNKNOWN
-
Study of Postoperative Delirium in Elderly People After Orthopedic Surgery
NCT02817386 ·Status: COMPLETED
-
Nocturnal Hypoxia in Geriatric Patients After Hip Fracture
NCT04007432 ·Status: RECRUITING ·Phase: NA
-
Deep Neuromuscular Block on Cytokines Release and Postoperative Delirium
NCT02507609 ·Status: COMPLETED ·Phase: NA
-
Effect of Rebound Pain on Postoperative Intensive Care Delirium in Patients Undergoing Hip Surgery With Peripheral Nerve Block
NCT07295184 ·Status: RECRUITING
-
PRE-DELIRIC Prediction Model Plus SMART Care to Reduce the Incidence of Delirium in ICU Patients
NCT06279390 ·Status: COMPLETED
-
Correlation Between Perioperative EEG Variability and Postoperative Delirium Incidence.
NCT07323940 ·Status: RECRUITING
-
Is the CRP-Albumin-Lymphocyte (CALLY) Index Effective in Predicting Postoperative Delirium in Geriatric Patients Undergoing Hip Fracture Surgery
NCT06818409 ·Status: RECRUITING
-
Temperature Management on Postoperative Delirium
NCT06406257 ·Status: NOT_YET_RECRUITING ·Phase: NA
-
Does Optimized General Anesthesia Care Reduce Postoperative Delirium?
NCT02604459 ·Status: TERMINATED ·Phase: NA
-
Predictive Value of β2-microspheres for Postoperative Delirium
NCT03130231 ·Status: COMPLETED
-
Effects of Limb Remote Ischemic Preconditioning for Prevention of Delirium in Elderly Patients After Non-cardiac Surgery
NCT03028389 ·Status: UNKNOWN ·Phase: NA
-
Low- vs. Normal-Flow Anesthesia and Delirium After Hip Fracture in the Elderly
NCT06973967 ·Status: NOT_YET_RECRUITING
-
The Clinical Changes Before and After Sugammadex in the Patients Undergoing Hip Surgery on the Aspect of Delirium
NCT02305589 ·Status: UNKNOWN
-
Biomarkers and Postoperative Delirium in Elderly Patients
NCT05454228 ·Status: UNKNOWN
-
Postoperative Recovery in Elderly Patients Undergoing Hip Hemi-arthroplasty
NCT01934049 ·Status: UNKNOWN ·Phase: PHASE4
-
How Different Sedatives Affect Hip Fracture Patient's Postoperative Delirium
NCT03346226 ·Status: UNKNOWN ·Phase: PHASE4
-
The Effect of 40 Hz Transcranial Stimulation on the Incidence of Delirium After Total Hip Replacement or Total Knee Replacement Arthroplasty in Elderly Patients.
NCT06522087 ·Status: RECRUITING ·Phase: NA
-
The Incidence and Risk Factors of Postoperative Delirium
NCT04656379 ·Status: COMPLETED
-
Interest in Combining Intraoperative ElectroEncephaloGram (EEG) With Assessment of Frailty to Predict Postoperative Delirium in Patients Aged >75 Years Undergoing Major Non-cardiac Surgery
NCT06510140 ·Status: RECRUITING
-
EEG Characteristics and Postoperative Delirium
NCT06102967 ·Status: COMPLETED
-
Factors Affecting the Incidence of Postoperative Delirium in Frail Elderly
NCT02227225 ·Status: UNKNOWN
-
Cytokines, POD, Health Status, Older Hip Fracture
NCT05096507 ·Status: UNKNOWN