FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W4295079380> ?p ?o ?g. }

• W4295079380 endingPage "6709" @default.
• W4295079380 startingPage "6709" @default.
• W4295079380 abstract "Machine learning approaches are employed to analyze differences in real-time reverse transcription polymerase chain reaction scans to differentiate between COVID-19 and pneumonia. However, these methods suffer from large training data requirements, unreliable images, and uncertain clinical diagnosis. Thus, in this paper, we used a machine learning model to differentiate between COVID-19 and pneumonia via radiomic features using a bias-minimized dataset of chest X-ray scans. We used logistic regression (LR), naive Bayes (NB), support vector machine (SVM), k-nearest neighbor (KNN), bagging, random forest (RF), extreme gradient boosting (XGB), and light gradient boosting machine (LGBM) to differentiate between COVID-19 and pneumonia based on training data. Further, we used a grid search to determine optimal hyperparameters for each machine learning model and 5-fold cross-validation to prevent overfitting. The identification performances of COVID-19 and pneumonia were compared with separately constructed test data for four machine learning models trained using the maximum probability, contrast, and difference variance of the gray level co-occurrence matrix (GLCM), and the skewness as input variables. The LGBM and bagging model showed the highest and lowest performances; the GLCM difference variance showed a high overall effect in all models. Thus, we confirmed that the radiomic features in chest X-rays can be used as indicators to differentiate between COVID-19 and pneumonia using machine learning." @default.
• W4295079380 created "2022-09-10" @default.
• W4295079380 creator A5039010285 @default.
• W4295079380 date "2022-09-05" @default.
• W4295079380 modified "2023-10-13" @default.
• W4295079380 title "Machine Learning Model Based on Radiomic Features for Differentiation between COVID-19 and Pneumonia on Chest X-ray" @default.
• W4295079380 cites W1981976602 @default.
• W4295079380 cites W2088553141 @default.
• W4295079380 cites W2096451472 @default.
• W4295079380 cites W2120655216 @default.
• W4295079380 cites W2127841264 @default.
• W4295079380 cites W2271643717 @default.
• W4295079380 cites W2623144351 @default.
• W4295079380 cites W2733463659 @default.
• W4295079380 cites W2767128594 @default.
• W4295079380 cites W2805553949 @default.
• W4295079380 cites W2886413340 @default.
• W4295079380 cites W2895626373 @default.
• W4295079380 cites W2910109668 @default.
• W4295079380 cites W2942137712 @default.
• W4295079380 cites W2948009788 @default.
• W4295079380 cites W2968063452 @default.
• W4295079380 cites W3001118548 @default.
• W4295079380 cites W3006104185 @default.
• W4295079380 cites W3013330736 @default.
• W4295079380 cites W3015141576 @default.
• W4295079380 cites W3033546701 @default.
• W4295079380 cites W3033909547 @default.
• W4295079380 cites W3045725238 @default.
• W4295079380 cites W3091978650 @default.
• W4295079380 cites W3099183222 @default.
• W4295079380 cites W3102476541 @default.
• W4295079380 cites W3121036322 @default.
• W4295079380 cites W3154332151 @default.
• W4295079380 cites W3157758777 @default.
• W4295079380 cites W3161335554 @default.
• W4295079380 cites W3168156287 @default.
• W4295079380 cites W3169811183 @default.
• W4295079380 cites W3170888317 @default.
• W4295079380 cites W3198525581 @default.
• W4295079380 cites W3199944191 @default.
• W4295079380 cites W3215732401 @default.
• W4295079380 doi "https://doi.org/10.3390/s22176709" @default.
• W4295079380 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/36081170" @default.
• W4295079380 hasPublicationYear "2022" @default.
• W4295079380 type Work @default.
• W4295079380 citedByCount "5" @default.
• W4295079380 countsByYear W42950793802023 @default.
• W4295079380 crossrefType "journal-article" @default.
• W4295079380 hasAuthorship W4295079380A5039010285 @default.
• W4295079380 hasBestOaLocation W42950793801 @default.
• W4295079380 hasConcept C10485038 @default.
• W4295079380 hasConcept C105795698 @default.
• W4295079380 hasConcept C119857082 @default.
• W4295079380 hasConcept C12267149 @default.
• W4295079380 hasConcept C126322002 @default.
• W4295079380 hasConcept C151956035 @default.
• W4295079380 hasConcept C154945302 @default.
• W4295079380 hasConcept C169258074 @default.
• W4295079380 hasConcept C22019652 @default.
• W4295079380 hasConcept C27181475 @default.
• W4295079380 hasConcept C2777914695 @default.
• W4295079380 hasConcept C33923547 @default.
• W4295079380 hasConcept C41008148 @default.
• W4295079380 hasConcept C46686674 @default.
• W4295079380 hasConcept C50644808 @default.
• W4295079380 hasConcept C52001869 @default.
• W4295079380 hasConcept C70153297 @default.
• W4295079380 hasConcept C71924100 @default.
• W4295079380 hasConcept C8642999 @default.
• W4295079380 hasConceptScore W4295079380C10485038 @default.
• W4295079380 hasConceptScore W4295079380C105795698 @default.
• W4295079380 hasConceptScore W4295079380C119857082 @default.
• W4295079380 hasConceptScore W4295079380C12267149 @default.
• W4295079380 hasConceptScore W4295079380C126322002 @default.
• W4295079380 hasConceptScore W4295079380C151956035 @default.
• W4295079380 hasConceptScore W4295079380C154945302 @default.
• W4295079380 hasConceptScore W4295079380C169258074 @default.
• W4295079380 hasConceptScore W4295079380C22019652 @default.
• W4295079380 hasConceptScore W4295079380C27181475 @default.
• W4295079380 hasConceptScore W4295079380C2777914695 @default.
• W4295079380 hasConceptScore W4295079380C33923547 @default.
• W4295079380 hasConceptScore W4295079380C41008148 @default.
• W4295079380 hasConceptScore W4295079380C46686674 @default.
• W4295079380 hasConceptScore W4295079380C50644808 @default.
• W4295079380 hasConceptScore W4295079380C52001869 @default.
• W4295079380 hasConceptScore W4295079380C70153297 @default.
• W4295079380 hasConceptScore W4295079380C71924100 @default.
• W4295079380 hasConceptScore W4295079380C8642999 @default.
• W4295079380 hasIssue "17" @default.
• W4295079380 hasLocation W42950793801 @default.
• W4295079380 hasLocation W42950793802 @default.
• W4295079380 hasLocation W42950793803 @default.
• W4295079380 hasLocation W42950793804 @default.
• W4295079380 hasOpenAccess W4295079380 @default.
• W4295079380 hasPrimaryLocation W42950793801 @default.
• W4295079380 hasRelatedWork W1996541855 @default.
• W4295079380 hasRelatedWork W3183325042 @default.

• next