Matches in SemOpenAlex for { <https://semopenalex.org/work/W4380202203> ?p ?o ?g. }
Showing items 1 to 89 of
89
with 100 items per page.
- W4380202203 endingPage "459" @default.
- W4380202203 startingPage "450" @default.
- W4380202203 abstract "The daily self-management of type 1 diabetes (T1D) has benefitted from the advancements in real-time continuous glucose monitoring and hybrid closed-loop insulin delivery. These technologies comprise, in parallel, significant sources of data providing insight into daily glucose control and insulin treatment. The concurrent real-time continuous monitoring of vital signs, 24/7, complements the exploitable information for one individual. In this study, we investigate whether respiratory, hemodynamic, and body temperature vital signs correlate linearly with the subcutaneous glucose concentration in T1D, and improve its short-term, up to 60-min ahead, prediction as compared to a univariate model. To verify our research hypothesis, (i) we approximate the prediction of glucose concentration via a long short-term memory (LSTM) function of the recent 30-min history of glucose and those vital signs with a Pearson’s r > 0.5, and (ii) contrast its performance with that of the univariate model. LSTM has been trained and tested individually, using a dataset with 22 T1D people monitored for 2 or 4 weeks. Our analysis identified that: (i) subcutaneous glucose concentration is linearly correlated principally with heart rate and systolic blood pressure, and (ii) the value of the vital signs lies in the improvement of the predictions in hypoglycaemia as the prediction horizon (PH) increases, where we observed a substantial reduction of erroneous predictions from 19% to 7% for a PH of 60 min." @default.
- W4380202203 created "2023-06-11" @default.
- W4380202203 creator A5012271258 @default.
- W4380202203 creator A5025156113 @default.
- W4380202203 creator A5037538109 @default.
- W4380202203 creator A5037813012 @default.
- W4380202203 creator A5052002130 @default.
- W4380202203 creator A5077236305 @default.
- W4380202203 date "2023-01-01" @default.
- W4380202203 modified "2023-10-16" @default.
- W4380202203 title "An Exploratory Study of the Value of Vital Signs on the Short-Term Prediction of Subcutaneous Glucose Concentration in Type 1 Diabetes – The GlucoseML Study" @default.
- W4380202203 cites W2004870840 @default.
- W4380202203 cites W2086784973 @default.
- W4380202203 cites W2116146322 @default.
- W4380202203 cites W2128592897 @default.
- W4380202203 cites W2946979198 @default.
- W4380202203 cites W2980823878 @default.
- W4380202203 cites W2990694362 @default.
- W4380202203 cites W2999043854 @default.
- W4380202203 cites W3008906415 @default.
- W4380202203 cites W3040810687 @default.
- W4380202203 cites W3128531128 @default.
- W4380202203 cites W3139241726 @default.
- W4380202203 cites W3167277098 @default.
- W4380202203 cites W3184561879 @default.
- W4380202203 cites W3204080639 @default.
- W4380202203 cites W4200610982 @default.
- W4380202203 cites W4226275330 @default.
- W4380202203 doi "https://doi.org/10.1007/978-3-031-34586-9_30" @default.
- W4380202203 hasPublicationYear "2023" @default.
- W4380202203 type Work @default.
- W4380202203 citedByCount "0" @default.
- W4380202203 crossrefType "book-chapter" @default.
- W4380202203 hasAuthorship W4380202203A5012271258 @default.
- W4380202203 hasAuthorship W4380202203A5025156113 @default.
- W4380202203 hasAuthorship W4380202203A5037538109 @default.
- W4380202203 hasAuthorship W4380202203A5037813012 @default.
- W4380202203 hasAuthorship W4380202203A5052002130 @default.
- W4380202203 hasAuthorship W4380202203A5077236305 @default.
- W4380202203 hasConcept C105795698 @default.
- W4380202203 hasConcept C126322002 @default.
- W4380202203 hasConcept C134018914 @default.
- W4380202203 hasConcept C161584116 @default.
- W4380202203 hasConcept C164705383 @default.
- W4380202203 hasConcept C199163554 @default.
- W4380202203 hasConcept C2776890885 @default.
- W4380202203 hasConcept C2777180221 @default.
- W4380202203 hasConcept C2777953023 @default.
- W4380202203 hasConcept C2779306644 @default.
- W4380202203 hasConcept C2781232474 @default.
- W4380202203 hasConcept C33923547 @default.
- W4380202203 hasConcept C42219234 @default.
- W4380202203 hasConcept C555293320 @default.
- W4380202203 hasConcept C71924100 @default.
- W4380202203 hasConcept C84393581 @default.
- W4380202203 hasConceptScore W4380202203C105795698 @default.
- W4380202203 hasConceptScore W4380202203C126322002 @default.
- W4380202203 hasConceptScore W4380202203C134018914 @default.
- W4380202203 hasConceptScore W4380202203C161584116 @default.
- W4380202203 hasConceptScore W4380202203C164705383 @default.
- W4380202203 hasConceptScore W4380202203C199163554 @default.
- W4380202203 hasConceptScore W4380202203C2776890885 @default.
- W4380202203 hasConceptScore W4380202203C2777180221 @default.
- W4380202203 hasConceptScore W4380202203C2777953023 @default.
- W4380202203 hasConceptScore W4380202203C2779306644 @default.
- W4380202203 hasConceptScore W4380202203C2781232474 @default.
- W4380202203 hasConceptScore W4380202203C33923547 @default.
- W4380202203 hasConceptScore W4380202203C42219234 @default.
- W4380202203 hasConceptScore W4380202203C555293320 @default.
- W4380202203 hasConceptScore W4380202203C71924100 @default.
- W4380202203 hasConceptScore W4380202203C84393581 @default.
- W4380202203 hasLocation W43802022031 @default.
- W4380202203 hasOpenAccess W4380202203 @default.
- W4380202203 hasPrimaryLocation W43802022031 @default.
- W4380202203 hasRelatedWork W1983641721 @default.
- W4380202203 hasRelatedWork W1995945960 @default.
- W4380202203 hasRelatedWork W2026226896 @default.
- W4380202203 hasRelatedWork W2032033851 @default.
- W4380202203 hasRelatedWork W2041678535 @default.
- W4380202203 hasRelatedWork W2066345847 @default.
- W4380202203 hasRelatedWork W2089387278 @default.
- W4380202203 hasRelatedWork W2095179743 @default.
- W4380202203 hasRelatedWork W2130904138 @default.
- W4380202203 hasRelatedWork W4230655895 @default.
- W4380202203 isParatext "false" @default.
- W4380202203 isRetracted "false" @default.
- W4380202203 workType "book-chapter" @default.