A Risk Prediction Model for Hypothermia After Laparoscopic Gastrointestinal Tumor Surgery
Construction and Validation of a Risk Prediction Model for Hypothermia After Laparoscopic Gastrointestinal Tumor Surgery Based on Machine Learning
1 other identifier
observational
480
0 countries
N/A
Brief Summary
The incidence of postoperative hypothermia in patients with laparoscopic gastrointestinal tumors is high. Hypothermia increases the risk of postoperative complications and medical costs. Early warning can effectively reduce the incidence of postoperative hypothermia in patients. Multivariate prediction models help identify high-risk patients and reversible factors. At present, there are few reports on the risk factors and prediction models of postoperative hypothermia in patients with laparoscopic gastrointestinal tumors. Therefore, this study aims to clarify the risk factors of postoperative hypothermia in patients with laparoscopic gastrointestinal tumors. Four machine learning algorithms, traditional Logistic regression analysis, decision tree, random forest and naive Bayes, were used to establish risk prediction models. According to the TRIPOD statement, C-index, Hosmer-Lemeshow ( H-L ) test and decision curve analysis ( DCA ) were used to evaluate the prediction and fitting effects of the models in all aspects, and the optimal model was selected and verified. Provide reference for subsequent research.
Trial Health
Trial Health Score
Automated assessment based on enrollment pace, timeline, and geographic reach
participants targeted
Target at P75+ for all trials
Started Mar 2024
Health score is calculated from publicly available data and should be used for screening purposes only.
Trial Relationships
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Study Timeline
Key milestones and dates
First Submitted
Initial submission to the registry
June 6, 2023
CompletedFirst Posted
Study publicly available on registry
July 24, 2023
CompletedStudy Start
First participant enrolled
March 12, 2024
CompletedPrimary Completion
Last participant's last visit for primary outcome
June 12, 2025
CompletedStudy Completion
Last participant's last visit for all outcomes
December 12, 2025
CompletedFebruary 9, 2024
February 1, 2024
1.3 years
June 6, 2023
February 8, 2024
Conditions
Outcome Measures
Primary Outcomes (1)
Whether hypothermia occurs
If the patient 's body temperature is lower than 36 °C during this period, it will be determined that the patient has a postoperative hypothermia, and the rewarming measures will be implemented according to the doctor 's advice. If the patient 's body temperature data collected during this period were all greater than or equal to 36 ° C and less than or equal to 37.2 ° C, it was determined that the patient 's body temperature was normal during the postoperative recovery period and no postoperative hypothermia occurred.
Generally 1 ~ 3 hours, up to 3 hours can be observed.
Study Arms (2)
Hypothermia group
Non-hypothermia group
Interventions
After the patient entered the anesthesia recovery room ( PACU ) at the end of the operation, the ear canal was cleaned with cotton swabs by nurses trained in the use of ear temperature guns to avoid the impact of earwax. The patient was in a supine position, the patient 's head was fixed, the patient 's auricle was gently pulled back and up, the ear canal was straight, the ear temperature gun was put into the ear canal, the temperature of the patient 's left and right ears was measured uniformly, and the average value was taken as the final body temperature value. Thereafter, the same measurement was performed every 20 minutes until the patient left the resuscitation room.
Eligibility Criteria
From June 2023 to January 2024, patients underwent laparoscopic gastrointestinal tumor surgery in the East Hospital of Renji Hospital, Shanghai Jiaotong University School of Medicine.
You may qualify if:
- The types of surgery included laparoscopic radical gastrectomy for gastric cancer, duodenal cancer, colon cancer, rectal cancer and small bowel cancer. Age ≥ 18 years ; the anesthesia method was general anesthesia ; elective surgery.
You may not qualify if:
- Patients with abnormal body temperature such as fever and hypothermia before operation ; patients who need low temperature to protect organs during operation ; patients who were converted to laparotomy during the operation ; a clear diagnosis of sweat gland dysfunction ; patients with external auditory canal active disease ; reject participants.
Contact the study team to confirm eligibility.
Sponsors & Collaborators
- RenJi Hospitallead
MeSH Terms
Conditions
Condition Hierarchy (Ancestors)
Central Study Contacts
Study Design
- Study Type
- observational
- Observational Model
- COHORT
- Time Perspective
- PROSPECTIVE
- Sponsor Type
- OTHER
- Responsible Party
- SPONSOR
Study Record Dates
First Submitted
June 6, 2023
First Posted
July 24, 2023
Study Start
March 12, 2024
Primary Completion
June 12, 2025
Study Completion
December 12, 2025
Last Updated
February 9, 2024
Record last verified: 2024-02
Data Sharing
- IPD Sharing
- Will not share