
Jubo AI Vital Sign Model
Time
Aug 2019 - Dec 2019
Role
UI Designer
Data Analyzer
AI Developer
Collaborators
Yi-Fe Lin
Background




AI Model




Explainer

Global Explainer
A high standard deviation of systolic blood pressure indicates that the blood pressure of residents is prone to instability (a characteristic of a certain disease), and statistics change over time to take into account external environmental, emotional, and medication
Local Explainer

Observation:Anomalies in single vital signs are less likely to be treated by the model as abnormal
Presumption:Abnormal residents' physiology will be reflected in more than one vital sign value
Implement

Implement AI model on
Jubo.health smart nursing platform
We used LightGbm model to determine whether this vital sign is abnormal. Then, the important features are observed with the SHAP analysis model and are highlighted. The page would show the changes in the value of each vital sign in the past week. The users can track the important vital sign items by clicking "Track" button.