Combined SHAP interaction plots for CHO and Bolus across hypo (S1) and hyper (S2) models.

Combined SHAP interaction plots for CHO and Bolus across hypo (S1) and hyper (S2) models.

<p>The x-axis represents bolus values on a custom scale, while the y-axis represents the SHAP interaction values.</p>

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Najib Ur Rehman (22258519) (author)
مؤلفون آخرون: Ivan Contreras (22258522) (author), Aleix Beneyto (22258525) (author), Josep Vehi (22258528) (author)
منشور في: 2025
الموضوعات:
Biochemistry
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Chemical Sciences not elsewhere classified
Information Systems not elsewhere classified
interaction analysis revealed
insulin dose optimization
insulin bolus combinations
insulin adjustment module
addressed using global
achieving high performance
postprandial glycemic excursions
personalized ensemble models
postprandial glycemic events
glycemic profiles
interpretable models
adverse events
support safer
study presents
simulated datasets
results underscore
respectively ).
refined pre
predicted risk
organizing maps
model interpretability
means clustering
linear effects
explainable dual
explainable cluster
carbohydrate intake
based learning
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