Actively Recruiting

Age: 18Years +
All Genders
NCT06570486

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

Led by Sun Yat-Sen Memorial Hospital of Sun Yat-Sen University · Updated on 2024-08-26

700

Participants Needed

1

Research Sites

56 weeks

Total Duration

On this page

AI-Summary

What this Trial Is About

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.

CONDITIONS

Official Title

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

Who Can Participate

Age: 18Years +
All Genders

Eligibility Criteria

Eligible

You may qualify if you...

  • Patients after head and neck tumors
  • Older than 18 years
Not Eligible

You will not qualify if you...

  • Patients transferred to ICU twice after head and neck tumors
  • Patients with unplanned transfer to the ICU

AI-Screening

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Trial Site Locations

Total: 1 location

1

Sun Yat-sen Memorial Hospital, Sun Yat-sen University

Guangzhou, Guangdong, China, 52100

Actively Recruiting

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How is the study designed?

Study Type

OBSERVATIONAL

Masking

N/A

Allocation

N/A

Model

N/A

Primary Purpose

N/A

Number of Arms

3

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