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Different Algorithm Models to Predict Postoperative Pulmonary Complications in Elderly Patients

Different Algorithm Models to Predict Postoperative Pulmonary Complications in Elderly Patients

Status
UNKNOWN
Phases
Unknown
Study type
Observational
Source
ClinicalTrials.gov
Registry ID
NCT05671939
Enrollment
10000
Registered
2023-01-05
Start date
2023-01-31
Completion date
2023-03-31
Last updated
2023-01-05

For informational purposes only — not medical advice. Sourced from public registries and may not reflect the latest updates. Terms

Conditions

Postoperative Pulmonary Complications

Brief summary

Although a number of clinical predictive models were developed to predict postoperative pulmonary complications, few predictive models have been used in elderly patients. In this study, the researchers aim to compare different algorithms to predict postoperative pulmonary complications in elderly patients and to assess the risk of postoperative pulmonary complications in elderly patients.

Detailed description

Postoperative pulmonary complications occur frequently, which is an important cause of death and morbidity. Age has been an important predictor of postoperative pulmonary complications. As the world's population ages, more and more older people are undergoing surgery as indications for surgery expand. In order to better assess the risk of postoperative pulmonary complications in elderly patients, we plan to use database information and different algorithms such as logistic regression, random forest, and other algorithms to build models respectively and evaluate the effects of the models.

Interventions

None listed

Sponsors

Union Hospital, Tongji Medical College, Huazhong University of Science and Technology
Lead SponsorOTHER

Study design

Observational model
COHORT
Time perspective
RETROSPECTIVE

Eligibility

Sex/Gender
ALL
Age
65 Years to No maximum

Inclusion criteria

1. Age 65 years or older 2. receiving invasive ventilation during general anesthesia for surgery

Exclusion criteria

1. preoperative mechanical ventilation 2. procedures related to a previous surgical complication 3. a second operation after surgery 4. organ transplantation 5. discharged within 24 hours after surgery 6. cardiac surgery

Design outcomes

Primary

MeasureTime frame
Postoperative pulmonary complicationswithin one week after surgery

Secondary

MeasureTime frame
Postoperative pulmonary complications30 days after surgery

Contacts

Primary ContactQingping Wu, PhD
wqp1968@163.com13971605283

Outcome results

None listed

Source: ClinicalTrials.gov · Data processed: Feb 4, 2026