FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3204647638> ?p ?o ?g. }

• W3204647638 endingPage "6379" @default.
• W3204647638 startingPage "6379" @default.
• W3204647638 abstract "The sudden increase in patients with severe COVID-19 has obliged doctors to make admissions to intensive care units (ICUs) in health care practices where capacity is exceeded by the demand. To help with difficult triage decisions, we proposed an integration system Xtreme Gradient Boosting (XGBoost) classifier and Analytic Hierarchy Process (AHP) to assist health authorities in identifying patients' priorities to be admitted into ICUs according to the findings of the biological laboratory investigation for patients with COVID-19. The Xtreme Gradient Boosting (XGBoost) classifier was used to decide whether or not they should admit patients into ICUs, before applying them to an AHP for admissions' priority ranking for ICUs. The 38 commonly used clinical variables were considered and their contributions were determined by the Shapley's Additive explanations (SHAP) approach. In this research, five types of classifier algorithms were compared: Support Vector Machine (SVM), Decision Tree (DT), K-Nearest Neighborhood (KNN), Random Forest (RF), and Artificial Neural Network (ANN), to evaluate the XGBoost performance, while the AHP system compared its results with a committee formed from experienced clinicians. The proposed (XGBoost) classifier achieved a high prediction accuracy as it could discriminate between patients with COVID-19 who need ICU admission and those who do not with accuracy, sensitivity, and specificity rates of 97%, 96%, and 96% respectively, while the AHP system results were close to experienced clinicians' decisions for determining the priority of patients that need to be admitted to the ICU. Eventually, medical sectors can use the suggested framework to classify patients with COVID-19 who require ICU admission and prioritize them based on integrated AHP methodologies." @default.
• W3204647638 created "2021-10-11" @default.
• W3204647638 creator A5005345989 @default.
• W3204647638 creator A5030998001 @default.
• W3204647638 creator A5041962112 @default.
• W3204647638 creator A5044429602 @default.
• W3204647638 date "2021-09-24" @default.
• W3204647638 modified "2023-10-06" @default.
• W3204647638 title "Automated Triage System for Intensive Care Admissions during the COVID-19 Pandemic Using Hybrid XGBoost-AHP Approach" @default.
• W3204647638 cites W2531709032 @default.
• W3204647638 cites W2531733772 @default.
• W3204647638 cites W2561713846 @default.
• W3204647638 cites W2966571940 @default.
• W3204647638 cites W3005561939 @default.
• W3204647638 cites W3005741104 @default.
• W3204647638 cites W3010865292 @default.
• W3204647638 cites W3012690896 @default.
• W3204647638 cites W3012868260 @default.
• W3204647638 cites W3016428958 @default.
• W3204647638 cites W3016902371 @default.
• W3204647638 cites W3018782651 @default.
• W3204647638 cites W3031876060 @default.
• W3204647638 cites W3041012492 @default.
• W3204647638 cites W3042342618 @default.
• W3204647638 cites W3048073438 @default.
• W3204647638 cites W3085149612 @default.
• W3204647638 cites W3088195444 @default.
• W3204647638 cites W3091577155 @default.
• W3204647638 cites W3108201242 @default.
• W3204647638 cites W3109882943 @default.
• W3204647638 cites W3115894432 @default.
• W3204647638 cites W3125996955 @default.
• W3204647638 cites W3135567571 @default.
• W3204647638 cites W3145918802 @default.
• W3204647638 cites W3158421414 @default.
• W3204647638 cites W3172145221 @default.
• W3204647638 cites W3188329937 @default.
• W3204647638 cites W3193396258 @default.
• W3204647638 doi "https://doi.org/10.3390/s21196379" @default.
• W3204647638 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/8512533" @default.
• W3204647638 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/34640700" @default.
• W3204647638 hasPublicationYear "2021" @default.
• W3204647638 type Work @default.
• W3204647638 sameAs 3204647638 @default.
• W3204647638 citedByCount "19" @default.
• W3204647638 countsByYear W32046476382021 @default.
• W3204647638 countsByYear W32046476382022 @default.
• W3204647638 countsByYear W32046476382023 @default.
• W3204647638 crossrefType "journal-article" @default.
• W3204647638 hasAuthorship W3204647638A5005345989 @default.
• W3204647638 hasAuthorship W3204647638A5030998001 @default.
• W3204647638 hasAuthorship W3204647638A5041962112 @default.
• W3204647638 hasAuthorship W3204647638A5044429602 @default.
• W3204647638 hasBestOaLocation W32046476381 @default.
• W3204647638 hasConcept C107327155 @default.
• W3204647638 hasConcept C119857082 @default.
• W3204647638 hasConcept C12267149 @default.
• W3204647638 hasConcept C126322002 @default.
• W3204647638 hasConcept C127413603 @default.
• W3204647638 hasConcept C154945302 @default.
• W3204647638 hasConcept C160735492 @default.
• W3204647638 hasConcept C162324750 @default.
• W3204647638 hasConcept C169258074 @default.
• W3204647638 hasConcept C177713679 @default.
• W3204647638 hasConcept C2777120189 @default.
• W3204647638 hasConcept C2779134260 @default.
• W3204647638 hasConcept C2987404301 @default.
• W3204647638 hasConcept C3008058167 @default.
• W3204647638 hasConcept C41008148 @default.
• W3204647638 hasConcept C42475967 @default.
• W3204647638 hasConcept C50522688 @default.
• W3204647638 hasConcept C50644808 @default.
• W3204647638 hasConcept C524204448 @default.
• W3204647638 hasConcept C545542383 @default.
• W3204647638 hasConcept C70153297 @default.
• W3204647638 hasConcept C71924100 @default.
• W3204647638 hasConcept C84525736 @default.
• W3204647638 hasConcept C87345402 @default.
• W3204647638 hasConcept C89623803 @default.
• W3204647638 hasConcept C95623464 @default.
• W3204647638 hasConceptScore W3204647638C107327155 @default.
• W3204647638 hasConceptScore W3204647638C119857082 @default.
• W3204647638 hasConceptScore W3204647638C12267149 @default.
• W3204647638 hasConceptScore W3204647638C126322002 @default.
• W3204647638 hasConceptScore W3204647638C127413603 @default.
• W3204647638 hasConceptScore W3204647638C154945302 @default.
• W3204647638 hasConceptScore W3204647638C160735492 @default.
• W3204647638 hasConceptScore W3204647638C162324750 @default.
• W3204647638 hasConceptScore W3204647638C169258074 @default.
• W3204647638 hasConceptScore W3204647638C177713679 @default.
• W3204647638 hasConceptScore W3204647638C2777120189 @default.
• W3204647638 hasConceptScore W3204647638C2779134260 @default.
• W3204647638 hasConceptScore W3204647638C2987404301 @default.
• W3204647638 hasConceptScore W3204647638C3008058167 @default.
• W3204647638 hasConceptScore W3204647638C41008148 @default.
• W3204647638 hasConceptScore W3204647638C42475967 @default.
• W3204647638 hasConceptScore W3204647638C50522688 @default.
• W3204647638 hasConceptScore W3204647638C50644808 @default.

• next