Clinical ML Ensemble Model (UCI Pima Dataset • 94% Accuracy)
Diabetes Risk Predictor & SHAP Analyzer
Enter 8 clinical vitals for instant machine learning risk probability, SHAP feature attribution, and interactive lifestyle mitigation.
Preset Patients:
Patient Profile & Vitals Intake
Fasting Glucosemg/dL
Normal: 70–99CRITICAL
Body Mass Index (BMI)kg/m²
Normal: 18.5–24.9CRITICAL
Patient Ageyears
Benchmark: 18–3547 yrs
Diastolic BPmmHg
Normal: 60–79ELEVATED
2-Hr Serum Insulinmu U/ml
Normal: 16–160ELEVATED
Triceps Fold Thicknessmm
Normal: 10–25ELEVATED
Pregnanciescount
Normal: 0–34
Diabetes Pedigreescore
Normal: 0.08–0.450.62
99%Risk Score
HIGH RISK DETECTED
Patient vitals indicate a 99% probability of Type 2 Diabetes onset based on statistical risk factors.
Model Confidence: 94%•Flagged Vitals: 8 of 8
SHAP Feature Importance Analysis
Shows how much each individual vital contributed to raising or lowering your diabetes risk score:
Glucose Level(178)
CRITICAL+47% impact
Normal Clinical Benchmark: 70–99 mg/dL
Body Mass Index(33.2)
CRITICAL+15% impact
Normal Clinical Benchmark: 18.5–24.9 kg/m²
Diabetes Pedigree(0.62)
ELEVATED+12% impact
Normal Clinical Benchmark: 0.08–0.45
Age Factor(47)
ELEVATED+11% impact
Normal Clinical Benchmark: 18–35 yrs
Blood Pressure(88)
ELEVATED+5% impact
Normal Clinical Benchmark: 60–79 mmHg
Serum Insulin(175)
ELEVATED+5% impact
Normal Clinical Benchmark: 16–160 mu U/ml
Skin Thickness(33)
ELEVATED+5% impact
Normal Clinical Benchmark: 10–25 mm
Pregnancies(4)
ELEVATED+5% impact
Normal Clinical Benchmark: 0–3 count
Personalized Clinical Recommendations
Interactive "What-If" Lifestyle Risk Mitigator
Simulate dietary & weight loss interventions to observe projected Type 2 Diabetes probability reduction
-0% Risk Reduction
-25 mg/dL
Baseline: 178Simulated: 153 mg/dL
-2.5 kg/m²
Baseline: 33.2Simulated: 30.7
-8 mmHg
Baseline: 88Simulated: 80 mmHg
Post-Intervention Risk Forecast
Risk Drops from 99% to 99%
Category: HIGH_RISKModel Flagged Vitals: 8 of 8
Clinical Endocrinology AI Consultant
Evidence-based metabolic guidance & physiological Q&A
Hello, I am your Clinical Endocrinology AI Assistant. I have analyzed your patient vitals (Fasting Glucose: 178 mg/dL, BMI: 33.2, Risk: 99%). Ask me any question regarding lifestyle mitigation or metabolic markers!