Detection of abdominal surgical complications through the application of machine learning algorithms and natural language processing models - a retrospective, multicentric, diagnostic accuracy study
Recruiting
- Conditions
- German OPS-2024 Code
- Registration Number
- DRKS00033658
- Lead Sponsor
- Chirurgische Klinik Campus Mitte | Campus Virchow Klinikum, Charité - Universitätsmedizin Berlin
- Brief Summary
Not available
- Detailed Description
Not available
Recruitment & Eligibility
- Status
- Recruiting
- Sex
- All
- Target Recruitment
- 10000
Inclusion Criteria
Major visceral surgical resections on the organ systems of the liver, pancreas, stomach/esophagus, and intestines according to the following OPS (Operation and Procedure Keys) groups:
? 5-454.0 to 5-545.y
? 5-465.0 to 5-465.y
? 5-466.0 to 5-466.y
? 5-455.0 to 5-455.y
? 5-456.0 to 5-456.y
? 5-484.0 to 5-484.y
? 5-485.0 to 5-485.y
? 5-423.0 to 5-423.y
? 5-424.0 to 5-424.y
? 5-425.0 to 5-425.y
? 5-426.0 to 5-426.y
? 5-434.0 to 5-434.y
? 5-435.0 to 5-435.y
? 5-436.0 to 5-436.y
? 5-437.0 to 5-437.y
? 5-438.0 to 5-438.y
? 5-524.0 to 5-524.y
? 5-525.0 to 5-525.y
? 5-502.0 to 5-502.y
? 5-501.0 to 5-501.y
Exclusion Criteria
Age < 18 years
Study & Design
- Study Type
- observational
- Study Design
- Not specified
- Primary Outcome Measures
Name Time Method Intensive care unit-required sepsis episode occurring during hospital stay until discharge. This is defined by:<br>1. Transfer/treatment in an intensive care unit.<br>2. A change in the Sequential Organ Failure Assessment (SOFA) score by 2 points.<br>3. Reoperation, radiological, or endoscopic intervention.
- Secondary Outcome Measures
Name Time Method Occurrence of additional major complications (e.g., bleeding events, cardiopulmonary complications, acute kidney failure) during the inpatient treatment course, defined according to the respective international standards, as well as the 90-day follow-up.