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
- newly diagnosed
- clinical decision support
- minimally invasive
- ejection fraction
- chronic kidney disease
- big data
- coronary artery bypass
- prognostic factors
- type diabetes
- climate change
- early onset
- neuropathic pain
- spinal cord
- adverse drug
- adipose tissue
- blood pressure
- skeletal muscle
- data analysis
- social media
- quantum dots
- sensitive detection