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
- chronic kidney disease
- newly diagnosed
- minimally invasive
- ejection fraction
- clinical decision support
- big data
- prognostic factors
- climate change
- high resolution
- peritoneal dialysis
- patients undergoing
- adverse drug
- metabolic syndrome
- coronary artery disease
- coronary artery bypass
- blood pressure
- neuropathic pain
- cross sectional
- acute coronary syndrome
- artificial intelligence
- mass spectrometry