Early Prediction of Unplanned 30-Day Hospital Readmission: Model Development and Retrospective Data Analysis.
Peng ZhaoIllhoi YooSyed H NaqviPublished in: JMIR medical informatics (2021)
The performance of our model is better than that of the most widely used models in US health care settings. This model can help clinicians identify readmission risk at the early stage of hospitalization so that they can pay extra attention during the care process of high-risk patients. The 14 novel risk factors and 2 novel protective factors can aid understanding of the factors associated with readmission.
Keyphrases
- healthcare
- early stage
- data analysis
- risk factors
- palliative care
- end stage renal disease
- ejection fraction
- newly diagnosed
- chronic kidney disease
- cross sectional
- emergency department
- squamous cell carcinoma
- quality improvement
- health insurance
- patient reported outcomes
- chronic pain
- social media
- health information
- locally advanced