Predicting Postoperative Spinal Epidural Hematoma with an AI-Driven Model

Is this trial a fit for you?

A plain-English reading of the study's rules. Only the study team can confirm whether you qualify.

What this trial studies

This observational study builds a prediction model using AI algorithms trained on 2,000 retrospective cases from Peking University Third Hospital. The model will be validated prospectively with another 2,000 spinal surgery patients recruited between 2025 and 2026. Researchers will compare multiple algorithms, use cross-validation to quantify robustness, and apply SHAP or similar methods to identify important features. The aim is to see if the model can accurately forecast PSSEH and uncover novel risk factors. The study does not involve an intervention beyond standard surgical care and data analysis.

Why it matters

Who can join: the full rules

Inclusion Criteria:

* patients who will receive spinal surgery from January 2025 to December 2026 at Peking University Third Hospital

Exclusion Criteria:

* patients with a history of lumbar trauma before admission;
* patients who suffer from malignant tumor;
* patients with systemic infection;
* patients who quit the study midway

Where it's running

• Orthopaedic Department of Peking University Third Hospital
  Beijing, Haidian, China Recruiting

Study contacts

• Study coordinator: Orthopedics Department of Peking University Third Hospital
• Email: 2411210441@pku.edu.cn
• Phone: 008618811597977

Similar studies

Other studies for the same condition or treatment. Recruiting studies are listed first.

• Surgery With Prehabilitation, Direct Surgery, or Rehab for Hip Impingement

  This study tests three approaches for femoroacetabular impingement to see which helps hip pain and function best: surgery with prehab, surgery without prehab, or rehabilitation alone.

  Recruiting Peking University Third Hospital · Beijing · NCT07894471

• Disposable noninvasive skin closure to help healing and reduce scarring after plastic surgery

  This study tests a disposable noninvasive skin closure device on one side of a plastic surgery incision to see if it helps wounds heal better and results in less scarring.

  Recruiting Peking University Third Hospital · Beijing, Beijing Municipality · NCT07849010

• Systemic Sclerosis Patient Cohort: Longitudinal Observation at Peking University Third Hospital

  This observational study follows people with systemic sclerosis to understand how the disease progresses and to identify markers and potential targets for treatment.

  Recruiting Peking University Third Hospital · Beijing · NCT07836361

• Motor imagery–enhanced rehab after ACL reconstruction

  This study tests whether mentally practicing movement can improve knee function and brain activity after ACL reconstruction, in comparison with standard rehab.

  Recruiting Peking University Third Hospital · Beijing, Beijing Municipality · NCT07833189

• Effects of Different Stiffness Settings During Robotic Isokinetic Training in Children With SMA

  This study tests whether a portable knee-training robot with a compliant vs. rigid stiffness setting improves knee strength in children with spinal muscular atrophy, using each child’s other leg as a comparison.

  Recruiting Peking University Third Hospital · Beijing · NCT07822711

• Precision acupuncture and lifestyle for PCOS

  This trial tests whether a precision acupuncture approach combined with a personalized lifestyle plan helps improve insulin resistance in people with PCOS compared with conventional acupuncture and standard lifestyle changes.

  Recruiting Peking University Third Hospital · Beijing, Beijing Municipality and 1 other locations · NCT07809503

How to take part

1. Review the eligibility criteria above with your treating physician.
2. Check the official listing on ClinicalTrials.gov for the latest contact details and recruitment status.
3. Contact the study coordinator or principal investigator to ask for pre-screening. Pre-screening is free and never obligates you to enroll.