MegaDiseaseAI

Stacked Boosting & Meta-Learner Multi-Disease System

281K Patient Dataset
Auto-fill Patient Presets:

Patient Demographics & Body Metrics

Input basic biometric factors to establish baseline epidemiological calibration.

Current biological age in years
Used for sex-specific reference ranges
Overweight (25–29.9)
Correlated with health literacy & dataset cohort
Workforce activity stratification
Normal resting rate: 60–100 bpm

Clinical Vitals & Laboratory Biomarkers

Input laboratory blood serum and hemodynamic measurements from patient test reports.

Normal: < 120 mmHg | Stage 1: 130–139
Normal: < 80 mmHg | Elevated: 80–89
Normal: 70–99 | Impaired: 100–125 | Diabetes: ≥126
Normal: < 5.7% | Prediabetes: 5.7–6.4% | Diabetic: ≥ 6.5%
Desirable: < 200 mg/dL | Borderline: 200–239
Normal: < 150 mg/dL | High: ≥ 200 mg/dL
Protective: ≥ 60 mg/dL | Low Risk factor: < 40–50
Optimal: < 100 mg/dL | Borderline High: 130–159
Systemic inflammation: Low < 1.0 | High > 3.0
Vascular/renal injury risk marker: Normal < 12.0

Lifestyle Factors & Medical History

Configure daily behavioral toggles, diet patterns, and hereditary health predispositions.

Tobacco Smoking

Any current or former history of cigarette or tobacco smoking.

Alcohol Consumption

Regular consumption of alcoholic beverages (units per week).

6 drinks/wk

Regular Physical Exercise

Meeting WHO guideline of 150+ mins/week of moderate activity.

Family History of Disease

First-degree relative with Diabetes, Hypertension, or CAD.

Recommended restorative sleep: 7–9 hrs
Elevates cortisol, BP, and insulin resistance
Drives hepatic lipid deposition & HbA1c
AHA guideline: < 5.0 g/day of salt

Base Boosting Algorithm Probability Matrix

Independently Trained Learners
XGBoost --%
LightGBM --%
CatBoost --%
GradientBoost --%
AdaBoost --%

Multi-Disease Predictions & Individual Confidence Scores

0 Diseases Flagged

Analyzing patient vector through 5 boosting models + meta learner...

Evidence-Based Preventive Actions & Lifestyle Guidance

  • Awaiting model execution...