Contrast Between Traditional Regression Model and AI in Predicting Prolonged Stay Stay After Head and Neck Tumors

Recruiting

• Conditions: Head and Neck Cancer

• Registration Number: NCT06570486
• Lead Sponsor: Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University

Brief Summary

This experiment is an observational study of cohort. By establishing a cohort of patients with head and neck tumors transferred to ICU after surgery, investigators compared the prediction effect of AI and the traditional prediction model on whether patients can be transferred to ICU within 24 hours of head and neck tumors. First retrospective analysis of patients after head and neck tumor surgery, medical records were collected, the test results are divided into training group and validation group according to 7:3, divided into 2 groups according to the patient ICU stay time is greater than 24 hours, the prediction model after the ICU duration of head and neck tumor surgery after more than 24 hours. At the same time, clean the data, train the AI with the data, and compare the effectiveness of both sides with the ROC. After the establishment of prediction model and AI training, the patients included in the cohort were evaluated by prediction model and AI immediately after being transferred to the ICU, predicting the possibility of transferring out of the ICU within 24 hours.

Detailed Description

Not available

Study Timeline

• Study Start: 2024-03-01
• Primary Completion: 2024-03-01
• Study First Submitted: 2024-07-23
• Status Verified: 2024-08
• Study First Submitted QC: 2024-08-22
• Last Update Submitted: 2024-08-22
• Study First Posted: 2024-08-26
• Last Update Posted: 2024-08-26
• Study Completion: 2025-04-01

Recruitment & Eligibility

• Status: RECRUITING
• Sex: All
• Target Recruitment: 700

Inclusion Criteria

1. Patients after head and neck tumors;
2. older than 18 years.

Exclusion Criteria

1. Patients transferred to ICU twice after head and neck tumors;
2. Patients with unplanned transfer to the ICU.

Study & Design

• Study Type: OBSERVATIONAL
• Study Design: Not specified

Primary Outcome Measures

Name	Time	Method
roll-out icu	From the date of ICU admission until the date of ICU discharge or death, whichever occurs first, assessed up to 30 days	The time of patient transfer from ICU to the general ward was set as transfer out

Trial Locations

Locations (1)

Sun Yat-sen Memorial Hospital, Sun Yat-sen University; 🇨🇳 Guangzhou, Guangdong, China