Individual stroke risk

26 preoperative inputs. Multicentre retrospective model.

Calculated in your browser
No input values are uploaded

Preoperative profile

MODEL ESTIMATENo profile submitted

—%

Recorded perioperative stroke outcome

Research risk estimate. Personalised review prompts require clinician assessment; they are not a validated treatment plan.

Complete the profile to calculate a model estimate.

Research risk group

Not calculated

Fixed development reference cutoff: 0.677816%. Labels use the unrounded probability.

Groups use the fixed development reference cutoff.

Individual explanation

SHAP approximation · log-odds

Increases model estimateDecreases model estimate

Feature contributions will appear here.

SHAP contributions describe how inputs affect the model estimate.

Model scope, verification and limitations

Source population

Development: First Medical Center, Chinese PLA General Hospital (223,415 records). Evaluation: Henan Provincial People's Hospital (48,719) and Nanfang Hospital, Southern Medical University (37,568).

Technical verification

Browser implementation compared with the locked native model using source-record inputs and split-boundary cases. Full results accompany the figure package.

Interpretation

Multicentre retrospective prediction model study. Original missing-data handling and selected source codes require verification. Cross-hospital calibration and the Henan CAD coding anomaly limit clinical interpretation. Automatic high/low research groups use the development out-of-fold 95th-percentile cutoff (probability 0.006778159165645454). The percentage selected varies across hospitals. Input-based clinical review topics include information checks and guideline sources.