慢性术后骨盆疼痛综合征的基于机器学习的预测模型:使用SHAP可解释性的综合分析
Junhua Xi1, Zhen Wang1, Zhongle Xu1
1Department of Urology, The Second People's Hospital of Hefei, Hefei, Anhui, China.
European journal of medical research
|January 28, 2026
概括
机器学习准确地预测慢性术后骨盆疼痛综合征 (CPSPP) 治疗结果. SHAP分析确定了关键风险因素,如基线疼痛评分和个性化护理的刺激参数.
科学领域:
- 疼痛医学 医学 疼痛医学
- 医疗保健中的机器学习
- 手术结果研究研究.
背景情况:
- 慢性术后骨盆疼痛综合征 (CPSPP) 是骨盆手术后的一个重大挑战.
- 它的复杂性要求先进的预测方法,以获得更好的患者结果.
- 优化CPSPP的治疗策略对于患者的康复至关重要.
研究的目的:
- 开发和验证用于预测CPSPP治疗结果的机器学习 (ML) 模型.
- 为了提高模型的解释性,使用SHAP (夏普利添加式扩展) 分析.
- 确定影响CPSPP治疗反应的关键风险因素,以改善临床决策.
主要方法:
- 对62名接受盆腔手术的患者进行了回顾性队列研究.
- 收集了全面的临床数据:人口统计,手术细节,疼痛评估,结果.
- 采用多个ML算法,通过ROC分析进行评估;使用SHAP来确定特征的重要性.
主要成果:
- XGBoost模型显示了高性能 (AUC 0.94培训,0.77验证).
- SHAP分析显示了基线VAS得分,刺激频率和强度作为关键预测指标.
- 在磁性刺激治疗后发现了27.4%的显著临床改善.
结论:
- 开发了一种新的,可解释的ML方法来预测CPSPP治疗结果.
- 调查结果提高了对CPSPP风险因素的理解.
- 提供个性化治疗和临床决策支持系统的基础.
相关概念视频
Simplified Synchronous Machine Model
769
The Synchronous Machine Model is a fundamental tool in analyzing and ensuring the transient stability of power systems. This model simplifies the representation of a synchronous machine under balanced three-phase positive-sequence conditions, assuming constant excitation and ignoring losses and saturation. The model is pivotal for understanding the behavior of synchronous generators connected to a power grid, particularly during transient events.
In this model, each generator is connected to a...
In this model, each generator is connected to a...
769
Wind Turbine Machine Models
600
In the growing field of wind energy, incorporating wind turbine models into transient stability analysis is essential. Induction and synchronous machines are the primary models used, with induction machines being prevalent due to their simplicity and reliability.
Induction machines interact through the rotating magnetic field generated by the stator and the rotor. The key parameter is slip, which is the difference between synchronous speed and rotor speed relative to synchronous speed. Slip is...
Induction machines interact through the rotating magnetic field generated by the stator and the rotor. The key parameter is slip, which is the difference between synchronous speed and rotor speed relative to synchronous speed. Slip is...
600
Predicting Molecular Geometry
45.7K
VSEPR Theory for Determination of Electron Pair Geometries
45.7K
Machines
576
Machines are complex structures consisting of movable, pin-connected multi-force members that work together to transmit forces. One example of a machine is the cutting plier, which is used to cut wires by applying forces to its handles. When equal and opposite forces are exerted on the handles of the cutting plier, they cause the cutting edges to come together and apply equal and opposite reaction forces on the wire, which are greater than the applied forces.
A free-body diagram of the...
A free-body diagram of the...
576
Interpreting R Charts
348
R chart, or range chart, is a fundamental tool in statistical process control used to monitor the variability within a process. It complements the X-bar (x̄) chart by focusing on the range of the data, rather than individual values, providing a clear picture of the process dispersion over time.
An R chart plots the range of subsets of measurements collected from a process. Each point on the chart represents the range—defined as the difference between the maximum and minimum...
An R chart plots the range of subsets of measurements collected from a process. Each point on the chart represents the range—defined as the difference between the maximum and minimum...
348
Muscles of the Pelvic Floor and Perineum
4.6K
The muscles of the pelvic floor and perineum are crucial for supporting the pelvic organs, controlling continence, and aiding in sexual function, childbirth, and core stability. They are typically divided into the superficial perineal layer and the deep pelvic floor layer.
Perineal Layer
The perineum is a diamond-shaped area below the pelvic diaphragm, divided into an anterior urogenital triangle that contains the external genitals and a posterior anal triangle housing the anus. The urogenital...
Perineal Layer
The perineum is a diamond-shaped area below the pelvic diaphragm, divided into an anterior urogenital triangle that contains the external genitals and a posterior anal triangle housing the anus. The urogenital...
4.6K


