Matches in SemOpenAlex for { <https://semopenalex.org/work/W4386593198> ?p ?o ?g. }
- W4386593198 abstract "Abstract Recent research indicates that early detection of breast cancer (BC) is critical in achieving favorable treatment outcomes and reducing the mortality rate associated with it. With the difficulty in obtaining a balanced dataset that is primarily sourced for the diagnosis of the disease, many researchers have relied on data augmentation techniques, thereby having varying datasets with varying quality and results. The dataset we focused on in this study is crafted from SHapley Additive exPlanations (SHAP)‐augmentation and random augmentation (RA) approaches to dealing with imbalanced data. This was carried out on the Wisconsin BC dataset and the effectiveness of this approach to the diagnosis of BC was checked using six machine‐learning algorithms. RA synthetically generated some parts of the dataset while SHAP helped in assessing the quality of the attributes, which were selected and used for the training of the models. The result from our analysis shows that the performance of the models used generally increased to more than 3% for most of the models using the dataset obtained by the integration of SHAP and RA. Additionally, after diagnosis, it is important to focus on providing quality care to ensure the best possible outcomes for patients. The need for proper management of the disease state is crucial so as to reduce the recurrence of the disease and other associated complications. Thus the interpretability provided by SHAP enlightens the management strategies in this study focusing on the quality of care given to the patient and how timely the care is." @default.
- W4386593198 created "2023-09-12" @default.
- W4386593198 creator A5000158870 @default.
- W4386593198 creator A5001630517 @default.
- W4386593198 creator A5017252813 @default.
- W4386593198 creator A5023088189 @default.
- W4386593198 creator A5039887086 @default.
- W4386593198 creator A5045239666 @default.
- W4386593198 creator A5054767601 @default.
- W4386593198 creator A5080286262 @default.
- W4386593198 creator A5082370963 @default.
- W4386593198 date "2023-09-11" @default.
- W4386593198 modified "2023-10-15" @default.
- W4386593198 title "Breast cancer diagnosis and management guided by data augmentation, utilizing an integrated framework of <scp>SHAP</scp> and random augmentation" @default.
- W4386593198 cites W2269332562 @default.
- W4386593198 cites W2808433673 @default.
- W4386593198 cites W2954665897 @default.
- W4386593198 cites W2963613787 @default.
- W4386593198 cites W3006913750 @default.
- W4386593198 cites W3108206494 @default.
- W4386593198 cites W3117333805 @default.
- W4386593198 cites W3118625667 @default.
- W4386593198 cites W3133527922 @default.
- W4386593198 cites W3134831206 @default.
- W4386593198 cites W3153365659 @default.
- W4386593198 cites W3157699413 @default.
- W4386593198 cites W3172138850 @default.
- W4386593198 cites W3185179407 @default.
- W4386593198 cites W3201927030 @default.
- W4386593198 cites W3214577639 @default.
- W4386593198 cites W4200472276 @default.
- W4386593198 cites W4205724345 @default.
- W4386593198 cites W4206023370 @default.
- W4386593198 cites W4206030016 @default.
- W4386593198 cites W4210364758 @default.
- W4386593198 cites W4210412723 @default.
- W4386593198 cites W4211123279 @default.
- W4386593198 cites W4213228517 @default.
- W4386593198 cites W4214923890 @default.
- W4386593198 cites W4224243988 @default.
- W4386593198 cites W4229016538 @default.
- W4386593198 cites W4283274505 @default.
- W4386593198 cites W4283787145 @default.
- W4386593198 cites W4285285618 @default.
- W4386593198 cites W4294884465 @default.
- W4386593198 cites W4307459580 @default.
- W4386593198 cites W4308690713 @default.
- W4386593198 cites W4310583322 @default.
- W4386593198 cites W4311401368 @default.
- W4386593198 cites W4311745510 @default.
- W4386593198 cites W4311966890 @default.
- W4386593198 cites W4323545813 @default.
- W4386593198 cites W4361223598 @default.
- W4386593198 cites W4382362474 @default.
- W4386593198 doi "https://doi.org/10.1002/biof.1995" @default.
- W4386593198 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/37695269" @default.
- W4386593198 hasPublicationYear "2023" @default.
- W4386593198 type Work @default.
- W4386593198 citedByCount "0" @default.
- W4386593198 crossrefType "journal-article" @default.
- W4386593198 hasAuthorship W4386593198A5000158870 @default.
- W4386593198 hasAuthorship W4386593198A5001630517 @default.
- W4386593198 hasAuthorship W4386593198A5017252813 @default.
- W4386593198 hasAuthorship W4386593198A5023088189 @default.
- W4386593198 hasAuthorship W4386593198A5039887086 @default.
- W4386593198 hasAuthorship W4386593198A5045239666 @default.
- W4386593198 hasAuthorship W4386593198A5054767601 @default.
- W4386593198 hasAuthorship W4386593198A5080286262 @default.
- W4386593198 hasAuthorship W4386593198A5082370963 @default.
- W4386593198 hasConcept C111472728 @default.
- W4386593198 hasConcept C119857082 @default.
- W4386593198 hasConcept C121608353 @default.
- W4386593198 hasConcept C124101348 @default.
- W4386593198 hasConcept C126322002 @default.
- W4386593198 hasConcept C138885662 @default.
- W4386593198 hasConcept C154945302 @default.
- W4386593198 hasConcept C169258074 @default.
- W4386593198 hasConcept C2779530757 @default.
- W4386593198 hasConcept C2781067378 @default.
- W4386593198 hasConcept C41008148 @default.
- W4386593198 hasConcept C530470458 @default.
- W4386593198 hasConcept C71924100 @default.
- W4386593198 hasConceptScore W4386593198C111472728 @default.
- W4386593198 hasConceptScore W4386593198C119857082 @default.
- W4386593198 hasConceptScore W4386593198C121608353 @default.
- W4386593198 hasConceptScore W4386593198C124101348 @default.
- W4386593198 hasConceptScore W4386593198C126322002 @default.
- W4386593198 hasConceptScore W4386593198C138885662 @default.
- W4386593198 hasConceptScore W4386593198C154945302 @default.
- W4386593198 hasConceptScore W4386593198C169258074 @default.
- W4386593198 hasConceptScore W4386593198C2779530757 @default.
- W4386593198 hasConceptScore W4386593198C2781067378 @default.
- W4386593198 hasConceptScore W4386593198C41008148 @default.
- W4386593198 hasConceptScore W4386593198C530470458 @default.
- W4386593198 hasConceptScore W4386593198C71924100 @default.
- W4386593198 hasFunder F4320321001 @default.
- W4386593198 hasFunder F4320335787 @default.
- W4386593198 hasLocation W43865931981 @default.
- W4386593198 hasLocation W43865931982 @default.
- W4386593198 hasOpenAccess W4386593198 @default.