Health calculators

STS Risk Calculator

Updated Sep 9, 2026 By Jehan Wadia
Procedure Information
Not applicable to the selected procedure
Not applicable to the selected procedure
Not applicable to the selected procedure
Demographics
Calculated from height and weight; also shown in lb/in² below.
Cardiac History & Status
Enabled only when prior MI is selected
Enabled only when heart failure is selected
Comorbidities
Disabled — patient is dialysis-dependent
Predicted Risk Profile
⚠ Educational model only. Risk estimates are produced by a logistic regression approximation calibrated to plausible ranges; they are not the published STS Predicted Risk of Mortality (PROM) / ACSD model and will not reproduce official STS risk calculator results. Do not use these figures for clinical decision-making — always consult the official STS Online Risk Calculator.
Low risk Intermediate risk High risk Tier thresholds differ per metric — open the on any card.
Live Clinical Summary
Top Contributors to Composite Risk
What-If Adjustments (hypothetical scenario)
OutcomeCurrentWhat-IfChange
Step-by-Step Solution

Introduction

Heart surgery helps many people, but every operation carries some risk. This STS Risk Calculator gives you a quick estimate of that risk before surgery. You type in details about the patient and the planned operation, and the tool shows the chance of death and of other serious problems.

The calculator asks about the type of heart surgery, how urgent it is, age, sex, height, weight, ejection fraction, and health problems like diabetes, kidney disease, lung disease, and past heart surgery. It then shows estimates for:

  • Operative mortality (death from the surgery)
  • Major problems or death (composite risk)
  • Long time on a breathing machine
  • Stroke
  • Kidney failure
  • Deep chest wound infection
  • Needing a second operation
  • A long hospital stay

Each result gets a low, intermediate, or high risk label. You also get a plain-language patient summary, a list of the factors that push risk up the most, and a "what-if" tool that shows how the numbers change if things like kidney function or heart pumping improve. Every step of the math is shown, so you can see where the number comes from.

Important: This tool is for learning only. It uses a simplified model and does not match the official Society of Thoracic Surgeons risk score. Do not use it to make care decisions. Always use the official STS Online Risk Calculator and talk with the heart surgery team.

How to use our STS Risk Calculator

Enter the planned heart surgery, the patient's basic details, heart history, and other health problems. The calculator then shows the predicted risk of death, stroke, kidney failure, wound infection, long ventilator time, reoperation, long hospital stay, and a combined major risk score, plus a clinical summary and step-by-step math.

Procedure Type: Pick the operation planned, such as CABG only, isolated valve, or CABG plus valve. Fields that do not fit are turned off.

Valve Position: If a valve is being fixed or replaced, choose aortic, mitral, tricuspid, or pulmonic.

Surgical Urgency: Choose elective, urgent, emergent, or emergent salvage based on how fast surgery must happen.

Diseased Coronary Vessels: Select how many coronary arteries are blocked, from 0 to 3.

Left Main Stenosis ≥ 50%: Turn this on if the left main artery is narrowed by half or more.

Age: Type the patient's age in years, from 18 to 110.

Biological Sex: Choose male or female.

Race / Ethnicity: Pick the group that best fits the patient.

Height: Enter height and pick your unit: cm, m, inches, or feet.

Weight: Enter weight and pick kg, lb, or stone.

Body Mass Index: This box fills in by itself from height and weight. You do not type anything here.

Ejection Fraction: Use the slider or type the pumping strength of the heart, from 0% to 80%.

Prior Cardiac Surgery: Choose none, one past heart operation, or two or more.

Prior PCI: Turn this on if the patient had a stent or balloon procedure before.

Prior Myocardial Infarction: Turn this on if the patient has had a heart attack.

MI Timing: If there was a heart attack, say if it was within 21 days or longer ago.

Congestive Heart Failure: Turn this on if the patient has heart failure.

NYHA Class: If heart failure is on, pick class I to IV for how bad the symptoms are.

Unstable Angina: Turn this on for chest pain at rest or getting worse.

Cardiogenic Shock: Turn this on if the heart cannot pump enough blood to the body.

Intra-Aortic Balloon Pump: Turn this on if a balloon pump is in place.

IV Inotropes: Turn this on if drugs are being given through a vein to help the heart pump.

Resuscitation < 1 h Pre-op: Turn this on if CPR was needed within one hour before surgery.

Diabetes Mellitus: Choose none, diet-controlled, oral agent, or insulin.

COPD: Choose none, mild, moderate, or severe lung disease.

Serum Creatinine: Enter the blood test value in mg/dL or µmol/L. This box turns off if dialysis is selected.

Dialysis-Dependent: Turn this on if the patient is on dialysis.

Hypertension: Turn this on for high blood pressure.

Dyslipidemia: Turn this on for high cholesterol or fats in the blood.

Peripheral Arterial Disease: Turn this on if leg or arm arteries are narrowed.

Cerebrovascular Disease: Turn this on for past stroke or brain artery disease.

Carotid Artery Disease: Turn this on if the neck arteries are narrowed.

Immunocompromised: Turn this on for a weak immune system, such as from steroids or cancer drugs.

Active Endocarditis: Turn this on if there is a current heart valve infection.

Liver Disease: Turn this on for cirrhosis or other liver problems.

What-If Fields: Change the ejection fraction, creatinine, diabetes control, or urgency to see how the risk would change. Click "Match current inputs" to copy the real values back in.

Click Calculate to update the results, Reset to start over, or Print Summary to save a copy. These numbers are for learning only and are not the official STS risk score.

What Is the STS Risk Score?

The STS risk score is a tool that heart doctors use to guess how risky heart surgery may be for one patient. STS stands for the Society of Thoracic Surgeons. The group collects data from thousands of real heart operations in a large database. That data is used to build a math model that predicts the chance of death or serious problems after surgery.

Why Heart Surgery Risk Is Measured

Two people can need the same operation but face very different risks. A healthy 55-year-old is not the same as an 80-year-old with weak kidneys and a weak heart pump. Doctors need numbers, not just a feeling, so they can plan care and talk clearly with patients and families.

The best known number is the Predicted Risk of Mortality (PROM). It is the chance a patient dies in the hospital or within 30 days of surgery. Heart teams often sort patients into groups:

  • Low risk: under 4%
  • Intermediate risk: 4% to 8%
  • High risk: over 8%

Outcomes the Model Looks At

Death is not the only thing that matters. The STS model also predicts other bad outcomes after heart surgery:

  • Prolonged ventilation: needing a breathing machine for more than 24 hours.
  • Stroke: lasting brain damage.
  • Renal failure: new dialysis or a big jump in creatinine.
  • Deep sternal wound infection: a deep chest bone infection.
  • Reoperation: going back to the operating room.
  • Prolonged length of stay: more than 14 days in the hospital.
  • Major morbidity or mortality: a combined score of any of the above plus death.

What Raises Surgical Risk

Many things push risk up. The biggest ones are usually:

  • Age. Risk climbs steadily after about 65.
  • Urgency. An elective case is much safer than an emergency or salvage case.
  • Type of operation. CABG alone is safer than CABG plus a valve, double valve, or aortic root work.
  • Heart pump strength. A low ejection fraction means a weaker heart.
  • Kidney health. High creatinine or dialysis raises risk a lot.
  • Shock, balloon pump, or IV drugs. These show the heart is failing right now.
  • Past heart surgery. Redo chests are harder and bleed more.
  • Lung disease, diabetes, liver disease, and blood vessel disease.

How Risk Models Work

These models use logistic regression. Each risk factor gets a weight, called a coefficient. The weights are added up into one number, the log-odds. That number is then turned into a percent between 0 and 100. So a patient's final risk is really just the sum of many small pushes up or down.

How Doctors Use the Score

Heart teams use STS scores to choose between open surgery and less invasive options. A common example is aortic valve disease. High STS scores often point toward TAVR (a valve placed through a catheter) instead of open surgery. Hospitals also use these scores to check their own results, since a program with sicker patients should be judged against expected risk, not raw numbers.

Important Limits

A risk score is an estimate for a group of similar patients, not a promise for one person. It cannot measure frailty, surgeon skill, hospital volume, or a patient's own goals. Only the official STS Online Risk Calculator gives true STS values. Any score should be discussed with a cardiac surgeon and cardiologist before making a decision, alongside longer-term measures such as the 10-year chance of a heart attack or stroke.


Formulas used

Body Mass Index
\text{BMI} = \frac{W_{kg}}{H_m^2}
Baseline log-odds (intercept for each outcome)
z_{0,k} = \beta_{0,k} + \beta_{\text{proc},k} + \beta_{\text{valve pos},k} + \beta_{\text{urgency},k} + \beta_{\text{race},k}
Total linear predictor for outcome k
z_k = z_{0,k} + \sum_i \beta_{i,k} \, x_i
Predicted risk (logistic transform)
P_k = \frac{1}{1 + e^{-z_k}}
Composite major morbidity or mortality (floored at mortality)
P_{MM} = \max\!\left(\frac{1}{1+e^{-z_{MM}}},\; P_{\text{mortality}}\right)
Continuous risk-factor transforms (covariate values)
\begin{aligned} x_{\text{age}} &= \frac{\text{Age} - 65}{10}, & x_{\text{EF}} &= \frac{\max(0,\,50 - \text{EF})}{10} \\ x_{\text{BMI low}} &= \frac{\max(0,\,22 - \text{BMI})}{5}, & x_{\text{BMI high}} &= \frac{\max(0,\,\text{BMI} - 32)}{5} \\ x_{\text{creat}} &= \max(0,\, \text{Cr}_{mg/dL} - 1.1) \end{aligned}
Percentile versus model reference patient
\text{percentile} = \Phi\!\left(\frac{z_k - z_{\text{ref},k}}{0.95}\right) \times 100
Factor contribution (drop-one on composite risk)
\Delta_i = P_{MM}(\text{all terms}) - P_{MM}(\text{terms without } i)

Frequently asked questions

What is a good STS risk score for heart surgery?

For death risk (PROM), heart teams usually call a score under 4% low risk. A score of 4% to 8% is intermediate. Over 8% is high risk.

Lower is better, but the score is only one part of the picture. A person with a low score can still have a hard recovery, and many high-risk patients do well.

What STS score is needed for TAVR?

In the past, TAVR was mostly for people with an STS score over 8%, which meant high risk for open surgery. That has changed.

TAVR is now approved for low, intermediate, and high risk patients. The heart team looks at the score plus age, frailty, chest anatomy, and past surgery before choosing TAVR or open valve surgery.

How is the STS risk score calculated?

It uses logistic regression. Each risk factor, like age or kidney function, gets a weight called a coefficient.

All the weights are added into one number called the log-odds. That number is then changed into a percent between 0 and 100 using this formula:

Risk = 1 / (1 + e-z)

So the final percent is the sum of many small pushes up or down.

What does STS PROM mean?

PROM stands for Predicted Risk of Mortality. It is the chance a patient dies in the hospital or within 30 days after heart surgery.

It is the most quoted number from the STS model. A PROM of 5% means about 5 out of 100 similar patients would not survive the operation.

What is a normal mortality rate for open heart surgery?

For isolated CABG in a stable, elective patient, death rates are often near 1% to 2%. Isolated valve surgery is in a similar range.

Risk goes up with combined operations. CABG plus valve, double valve, or aortic root work can push the number to 4% or higher, even more in emergencies.

Does a low ejection fraction make heart surgery too risky?

Not by itself. A low ejection fraction (EF) raises risk, but many people with an EF of 30% or less have surgery and do well.

Surgery may even improve the EF if the weak muscle is from blocked arteries or a leaking valve. The team looks at EF along with kidney health, lung health, and how urgent the case is.

Why does emergency heart surgery have a higher risk of death?

In an emergency there is no time to fix other problems first. The patient may be in shock, on a balloon pump, or still having a heart attack.

Organs like the kidneys and brain may already be hurt before the first cut. In the model, emergent and salvage cases add the largest single jump in risk after shock itself.

Does kidney disease raise the risk of heart surgery?

Yes, a lot. High creatinine adds risk, and being on dialysis adds much more.

The heart-lung machine drops blood flow and pressure to the kidneys during surgery. Weak kidneys handle that poorly, which raises the chance of new dialysis, infection, longer hospital stays, and death.

Why is redo heart surgery more dangerous?

Scar tissue from the first operation sticks the heart to the breastbone. Opening the chest again can tear the heart, a graft, or a large vessel.

Redo cases take longer, bleed more, and need more blood products. That is why prior cardiac surgery is a strong risk factor in every heart surgery risk model.

What is a deep sternal wound infection after heart surgery?

It is an infection that goes past the skin into the breastbone and the space behind it. It is not common, usually under 1% of cases.

It is serious and often needs another operation to clean out the wound, plus long antibiotics. Diabetes, obesity, a weak immune system, and COPD raise the chance.

How long do people stay on a ventilator after heart surgery?

Most people come off the breathing machine within a few hours of getting back to the ICU, often the same day.

Needing more than 24 hours counts as prolonged ventilation. It is more likely with lung disease, a weak heart, emergency surgery, or a long time on the heart-lung machine.

Is age 80 too old for open heart surgery?

No. Age alone does not rule out surgery. Many people in their 80s have heart surgery and recover well.

Risk does climb steadily after about 65. Doctors weigh age with frailty, walking speed, memory, kidney health, and what the patient wants from treatment.

What is major morbidity after heart surgery?

Major morbidity means at least one serious complication during the hospital stay. It covers stroke, kidney failure, deep chest wound infection, going back to the operating room, and needing a ventilator over 24 hours.

The combined score, major morbidity or mortality, counts any of those plus death. It is always a bigger number than the death risk alone.

Does diabetes affect heart surgery outcomes?

Yes. Diabetes slows healing and raises the chance of a chest wound infection, especially insulin-treated diabetes.

It also links to kidney and blood vessel disease. Good blood sugar control before and after surgery lowers the infection risk.

What is the difference between STS score and EuroSCORE II?

Both predict death after heart surgery, but they come from different data. STS uses a large United States database. EuroSCORE II uses European data.

They ask for slightly different inputs and can give different numbers for the same patient. EuroSCORE II is quicker to fill in; the STS model gives more outcomes than death alone.

Can you lower your risk before heart surgery?

Sometimes, if surgery can wait. Quitting smoking, treating a chest infection, improving blood sugar, fixing anemia, and treating heart failure can all help.

Waiting for an elective slot instead of having emergency surgery is often the single biggest gain. Ask the surgical team what is safe to delay and for how long.