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Exploration of Risk Factors for Unplanned Debridement Surgery in Spinal Surgery Patients Guided by Machine Learning and the Construction of a Predictive Model

Exploration of Risk Factors and Construction of a Predictive Model for Unplanned Debridement Surgery in Spinal Surgery Patients Guided by Machine Learning

Status
Recruiting
Phases
Unknown
Study type
Observational
Source
ChiCTR
Registry ID
ChiCTR2400085041
Enrollment
Unknown
Registered
2024-05-30
Start date
2024-06-01
Completion date
Unknown
Last updated
2024-06-03

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

Conditions

Postoperative Infection in Spinal Surgery

Interventions

Case series:None

Sponsors

Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine
Lead Sponsor

Eligibility

Sex/Gender
All
Age
1 Years to 100 Years

Inclusion criteria

Inclusion criteria: Patients who underwent spinal surgery at two different centers from January 1, 2013, to December 31, 2023.

Exclusion criteria

Exclusion criteria: 1. Patients with incomplete medical records; 2. Patients with a history of spinal infectious diseases or who have experienced surgical site infections after spinal surgery; 3. Patients who underwent simple vertebroplasty with bone cement infusion or external fixation procedures; 4. Patients with a spinal surgery trauma index of 0.

Design outcomes

Primary

MeasureTime frame
Accuracy;Sensitivity;Specificity;ROC Curve;AUC;SSI rate;Infection-related indicators (white blood cells, CRP, procalcitonin, etc.);—

Countries

China

Contacts

Public ContactBin Zhao

Xinhua Hospital Affiliated to Shanghai Jiao Tong University School of Medicine

zbgbtj0926@gmail.com+86 139 1621 5478

Outcome results

None listed

Source: ChiCTR (via WHO ICTRP) · Data processed: Feb 4, 2026