Establishment of Artificial Intelligence Algorithms Based Clinical Prediction Model for Patients with Postoperative Symptomatic Spinal Epidural Hematoma After Spinal Surgery
试验速览
- 阶段
- 不适用
- 状态
- 尚未招募
- 入组人数
- 2,000
- 主要终点
- if the patients have postoperative symptomatic spinal epidural hematoma
研究概览
简要总结
The goal of this observational study is to establish a clinical prediction model based on artificial intelligence algorithms for patients with postoperative symptomatic spinal epidural hematoma(PSSEH) after spinal surgery. The investigators will collect the features of 2000 patients as the training set to train the models using AI algorithms, then recruit a prospective cohort of 2000 patients to test if the trained model is precise and consistent to predict the occurrence of PSSEH as well as to find out whether there is any new risk factor of PSSEH.
详细描述
Firstly, the investigators plan to collect the features of 2000 patients who received spinal surgery at Peking University Third Hospital from January 2014 to December 2024, including those with PSSEH and the controls, as the training set to build up a prediction model based on multiple AI algorithms. Then, the investigators will choose the optimal model through comparing various features, assessing the robustness of the model quantitatively using k-fold cross validation and exploring the influence of all features on the output of the final model by means such as SHAP. Lastly, the investigators will recruit a prospective cohort of approximately 2000 patients who receive spinal surgery from January 2025 to December 2026 at Peking University Third Hospital and collect the same features as the training set to test if the trained prediction model is precise and consistent to predict the occurrence of PSSEH and whether there is any feature , undiscovered before, that is strongly related to PSSEH.
研究设计
- 研究类型
- Observational
- 观察模型
- Cohort
- 时间视角
- Prospective
入排标准
- 性别
- All
- 接受健康志愿者
- 否
入选标准
- •patients who will receive spinal surgery from January 2025 to December 2026 at Peking University Third Hospital
排除标准
- •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
结局指标
主要结局
if the patients have postoperative symptomatic spinal epidural hematoma
时间窗: within 2 weeks after spinal surgery
patients with symptoms as below： 1. Persistent wound bleeding; 2. Exacerbation of wound pain; 3. Radicular symptoms-severe low back pain, shoulder and neck pain; 4. Motor dysfunction-limb muscle weakness, muscle atrophy; 5. Sensory abnormalities-reduced or lost tactile sensation, pain, and temperature perception; 6. pharyngeal discomfort, shortness of breath, and difficulty breathing; 7. Urinary and bowel dysfunction-urinary retention, urinary incontinence, dysporia; 8. Hematoma compressing the dura mater discovered during hematoma evacuation surgery; 9. Suspected PSSEH based on the surgeon's assessment； 10. Definitive diagnosis by MRI imaging;
次要结局
未报告次要终点