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The researchers attribute the model's success to the use of ML/AI and the inclusion of "hemodynamic" clinical data, which describe how blood circulates through the heart, lungs and the rest of the body.

The wearable device could offer a non-invasive way to monitor hemodynamic indicators such as heart rate, blood pressure and oxygen saturation that can indicate how well a person's heart is working.

Furthermore, they conducted a continuous observation of renal vascular changes in an animal model induced with renal failure, performing multivariate analysis using hemodynamic and vascular morphological indicators.

These results allowed the group to create a personalized, longitudinal hemodynamic map, showing how the forces vary over time and the percentage of time spent in various vulnerable states.

Most important will be the long-term sequelae to the local venous system that now will have to bear the brunt of a potentially destructive hemodynamic burden.