Sepsis (SIRS) Prediction Dashboard

Enter patient vitals and lab results to predict the probability of SIRS. This tool is based on the XGBoost model with 98% AUROC.

Age (years)

0 120

Pulse Rate (bpm)

Normal: 60-100

30 200

Respiratory Rate (breaths/min)

Normal: 12-20

5 50

Systolic Blood Pressure (mmHg)

Normal: 90-120

50 250

Diastolic Blood Pressure (mmHg)

Normal: 60-80

30 150

Fever (Temperature in Celsius)

Normal: 36.5-37.5

Oxygen Saturation (%)

Normal: 95-100

80 100

CRP (C-Reactive Protein, mg/L)

Normal: < 10

WBC (White Blood Cell count, x10³/μL)

Normal: 4.5-11.0

PLT (Platelet count, x10³/μL)

Normal: 150-450

Creatinine (mg/dL)

Normal: 0.6-1.2

Prediction Confidence

Value Comparison: Normal vs. High-Risk Profile

Parameter	Normal Range	Example High-Risk Value
Age	N/A	75
Pulse Rate	60 - 100 bpm	`120` (Tachycardia)
Respiratory Rate	12 - 20 breaths/min	`28` (Tachypnea)
Systolic Blood Pressure	90 - 120 mmHg	`85` (Hypotension)
Diastolic Blood Pressure	60 - 80 mmHg	`55` (Hypotension)
Temperature (Fever)	36.5 - 37.5 °C	`38.5` (Fever)
Oxygen Saturation	95 - 100 %	`92` (Hypoxia)
CRP	< 10 mg/L	`150` (High Inflammation)
WBC	4.5 - 11.0 x10³/μL	`18.5` (Leukocytosis)
PLT	150 - 450 x10³/μL	`150`
Creatinine	0.6 - 1.2 mg/dL	`1.9`