SHAP detection of individual risk factors for severe pain can help health care providers tailor pain management plans. Accurate prediction of postoperative chronic opioid use before surgery can help mitigate the risk for the outcomes we studied. Prediction can also reduce the chances of opioid overuse and dependence. Such mitigation can promote safer and more effective pain control for patients during their recovery.
Keyphrases
- pain management
- electronic health record
- chronic pain
- postoperative pain
- machine learning
- healthcare
- end stage renal disease
- minimally invasive
- ejection fraction
- newly diagnosed
- chronic kidney disease
- big data
- climate change
- prognostic factors
- patients undergoing
- heart rate
- type diabetes
- neuropathic pain
- high resolution
- artificial intelligence
- cross sectional
- spinal cord injury
- coronary artery disease
- drug induced
- atrial fibrillation
- patient reported outcomes