Clinical AI
30-Day Readmission Risk Predictor
Estimate discharge risk, compare model outputs, and see the strongest drivers.
XGBoost
48%
Logistic
34%
Tier
Moderate risk
Factor Impact
SHAP-style directional contribution for this profile.
Synthetic model demo
Number of chronic conditions
20
+0.80
Prior visits in last 6 months
3
+0.75
5+ medications?
5+ medications
+0.62
Length of stay, days
3 days
+0.58
Prior inpatient stays
1
+0.48
Age
65 years
+0.00
Gender
Female
-0.04
Has high-risk condition?
Absent
-0.16
Summary
Age65 years
Length of stay, days3 days
GenderFemale
Number of medications5
5+ medications?Yes
Number of chronic conditions20
Has high-risk condition?No
Prior visits in last 6 months3
Prior inpatient stays1
Action
Moderate risk
Schedule follow-up call within 72 hours. Review discharge instructions and medication reconciliation.