FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W3094342525> ?p ?o ?g. }

• W3094342525 abstract "Abstract To purpose of this paper was to assess the feasibility of volumetric breast density estimations on MRI without segmentations accompanied with an explainability step. A total of 615 patients with breast cancer were included for volumetric breast density estimation. A 3-dimensional regression convolutional neural network (CNN) was used to estimate the volumetric breast density. Patients were split in training (N = 400), validation (N = 50), and hold-out test set (N = 165). Hyperparameters were optimized using Neural Network Intelligence and augmentations consisted of translations and rotations. The estimated densities were evaluated to the ground truth using Spearman’s correlation and Bland–Altman plots. The output of the CNN was visually analyzed using SHapley Additive exPlanations (SHAP). Spearman’s correlation between estimated and ground truth density was ρ = 0.81 (N = 165, P < 0.001) in the hold-out test set. The estimated density had a median bias of 0.70% (95% limits of agreement = − 6.8% to 5.0%) to the ground truth. SHAP showed that in correct density estimations, the algorithm based its decision on fibroglandular and fatty tissue. In incorrect estimations, other structures such as the pectoral muscle or the heart were included. To conclude, it is feasible to automatically estimate volumetric breast density on MRI without segmentations, and to provide accompanying explanations." @default.
• W3094342525 created "2020-10-29" @default.
• W3094342525 creator A5001652253 @default.
• W3094342525 creator A5029655930 @default.
• W3094342525 creator A5033195086 @default.
• W3094342525 creator A5044380797 @default.
• W3094342525 creator A5063757732 @default.
• W3094342525 date "2020-10-22" @default.
• W3094342525 modified "2023-10-12" @default.
• W3094342525 title "Volumetric breast density estimation on MRI using explainable deep learning regression" @default.
• W3094342525 cites W1982231208 @default.
• W3094342525 cites W1996440595 @default.
• W3094342525 cites W2013840898 @default.
• W3094342525 cites W2021103853 @default.
• W3094342525 cites W2035441406 @default.
• W3094342525 cites W2038611739 @default.
• W3094342525 cites W2047368428 @default.
• W3094342525 cites W2068548884 @default.
• W3094342525 cites W2081989762 @default.
• W3094342525 cites W2100288220 @default.
• W3094342525 cites W2111784232 @default.
• W3094342525 cites W2117340355 @default.
• W3094342525 cites W2143635798 @default.
• W3094342525 cites W2147153911 @default.
• W3094342525 cites W2149447287 @default.
• W3094342525 cites W2159759971 @default.
• W3094342525 cites W2165756131 @default.
• W3094342525 cites W2282821441 @default.
• W3094342525 cites W2487898712 @default.
• W3094342525 cites W2523425190 @default.
• W3094342525 cites W2561022822 @default.
• W3094342525 cites W2775569524 @default.
• W3094342525 cites W2796928390 @default.
• W3094342525 cites W2886338263 @default.
• W3094342525 cites W2901679466 @default.
• W3094342525 cites W2912415791 @default.
• W3094342525 cites W2921271138 @default.
• W3094342525 cites W2988428134 @default.
• W3094342525 cites W4292528167 @default.
• W3094342525 doi "https://doi.org/10.1038/s41598-020-75167-6" @default.
• W3094342525 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/7581772" @default.
• W3094342525 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/33093572" @default.
• W3094342525 hasPublicationYear "2020" @default.
• W3094342525 type Work @default.
• W3094342525 sameAs 3094342525 @default.
• W3094342525 citedByCount "15" @default.
• W3094342525 countsByYear W30943425252022 @default.
• W3094342525 countsByYear W30943425252023 @default.
• W3094342525 crossrefType "journal-article" @default.
• W3094342525 hasAuthorship W3094342525A5001652253 @default.
• W3094342525 hasAuthorship W3094342525A5029655930 @default.
• W3094342525 hasAuthorship W3094342525A5033195086 @default.
• W3094342525 hasAuthorship W3094342525A5044380797 @default.
• W3094342525 hasAuthorship W3094342525A5063757732 @default.
• W3094342525 hasBestOaLocation W30943425251 @default.
• W3094342525 hasConcept C105795698 @default.
• W3094342525 hasConcept C117220453 @default.
• W3094342525 hasConcept C121608353 @default.
• W3094342525 hasConcept C126322002 @default.
• W3094342525 hasConcept C126838900 @default.
• W3094342525 hasConcept C143409427 @default.
• W3094342525 hasConcept C146849305 @default.
• W3094342525 hasConcept C152877465 @default.
• W3094342525 hasConcept C153180895 @default.
• W3094342525 hasConcept C154945302 @default.
• W3094342525 hasConcept C159744936 @default.
• W3094342525 hasConcept C169903167 @default.
• W3094342525 hasConcept C185429906 @default.
• W3094342525 hasConcept C189508267 @default.
• W3094342525 hasConcept C2524010 @default.
• W3094342525 hasConcept C2780472235 @default.
• W3094342525 hasConcept C3018951153 @default.
• W3094342525 hasConcept C33923547 @default.
• W3094342525 hasConcept C41008148 @default.
• W3094342525 hasConcept C48921125 @default.
• W3094342525 hasConcept C50644808 @default.
• W3094342525 hasConcept C530470458 @default.
• W3094342525 hasConcept C71924100 @default.
• W3094342525 hasConcept C81363708 @default.
• W3094342525 hasConcept C83546350 @default.
• W3094342525 hasConcept C8642999 @default.
• W3094342525 hasConceptScore W3094342525C105795698 @default.
• W3094342525 hasConceptScore W3094342525C117220453 @default.
• W3094342525 hasConceptScore W3094342525C121608353 @default.
• W3094342525 hasConceptScore W3094342525C126322002 @default.
• W3094342525 hasConceptScore W3094342525C126838900 @default.
• W3094342525 hasConceptScore W3094342525C143409427 @default.
• W3094342525 hasConceptScore W3094342525C146849305 @default.
• W3094342525 hasConceptScore W3094342525C152877465 @default.
• W3094342525 hasConceptScore W3094342525C153180895 @default.
• W3094342525 hasConceptScore W3094342525C154945302 @default.
• W3094342525 hasConceptScore W3094342525C159744936 @default.
• W3094342525 hasConceptScore W3094342525C169903167 @default.
• W3094342525 hasConceptScore W3094342525C185429906 @default.
• W3094342525 hasConceptScore W3094342525C189508267 @default.
• W3094342525 hasConceptScore W3094342525C2524010 @default.
• W3094342525 hasConceptScore W3094342525C2780472235 @default.
• W3094342525 hasConceptScore W3094342525C3018951153 @default.
• W3094342525 hasConceptScore W3094342525C33923547 @default.
• W3094342525 hasConceptScore W3094342525C41008148 @default.

• next