Matches in SemOpenAlex for { <https://semopenalex.org/work/W2891580501> ?p ?o ?g. }
- W2891580501 endingPage "e0203459" @default.
- W2891580501 startingPage "e0203459" @default.
- W2891580501 abstract "An automated melanocytic lesion image-analysis algorithm is described that aims to reproduce the decision-making of a dermatologist. The utility of the algorithm lies in its ability to identify lesions requiring excision from lesions not requiring excision. Using only wavelet coefficients as features, and testing three different machine learning algorithms, a cohort of 250 images of pigmented lesions is classified based on expert dermatologists' recommendations of either excision (165 images) or no excision (85 images). It is shown that the best algorithm utilises the Shannon4 wavelet coupled to the support vector machine, where the latter is used as the classifier. In this case the algorithm, utilising only 22 othogonal features, achieves a 10-fold cross validation sensitivity and specificity of 0.96 and 0.87, resulting in a diagnostic-odds ratio of 261. The advantages of this method over diagnostic algorithms-which make a melanoma/no melanoma decision-are twofold: first, by reproducing the decision-making of a dermatologist, the average number of lesions excised per melanoma among practioners in general can be reduced without compromising the detection of melanoma; and second, the intractable problem of clinically differentiating between many atypical dysplastic naevi and melanoma is avoided. Since many atypical naevi that require excision on clinical grounds will not be melanoma, the algorithm-in contrast to diagnostic algorithms-can aim for perfect specificities without clinical concerns, thus lowering the excision rate of non-melanoma. Finally, the algorithm has been implemented as a smart phone application to investigate its utility in clinical practice and to streamline the assimilation of hitherto unseen tested images into the training set." @default.
- W2891580501 created "2018-09-27" @default.
- W2891580501 creator A5041331818 @default.
- W2891580501 date "2018-09-07" @default.
- W2891580501 modified "2023-09-29" @default.
- W2891580501 title "Automated decision support in melanocytic lesion management" @default.
- W2891580501 cites W1493357981 @default.
- W2891580501 cites W1500895378 @default.
- W2891580501 cites W1591717158 @default.
- W2891580501 cites W1917017132 @default.
- W2891580501 cites W1968223320 @default.
- W2891580501 cites W1976366902 @default.
- W2891580501 cites W1985372952 @default.
- W2891580501 cites W1996828958 @default.
- W2891580501 cites W1998451602 @default.
- W2891580501 cites W2001894998 @default.
- W2891580501 cites W2004465820 @default.
- W2891580501 cites W2026720263 @default.
- W2891580501 cites W2033809335 @default.
- W2891580501 cites W2034035497 @default.
- W2891580501 cites W2044055744 @default.
- W2891580501 cites W2061058230 @default.
- W2891580501 cites W2068879084 @default.
- W2891580501 cites W2075913439 @default.
- W2891580501 cites W2097936772 @default.
- W2891580501 cites W2103588123 @default.
- W2891580501 cites W2116040950 @default.
- W2891580501 cites W2127178682 @default.
- W2891580501 cites W2127954278 @default.
- W2891580501 cites W2138883451 @default.
- W2891580501 cites W2142596292 @default.
- W2891580501 cites W2143426320 @default.
- W2891580501 cites W2156909104 @default.
- W2891580501 cites W2157963336 @default.
- W2891580501 cites W2163999712 @default.
- W2891580501 cites W2164877031 @default.
- W2891580501 cites W2284583894 @default.
- W2891580501 cites W2500897438 @default.
- W2891580501 cites W2520220051 @default.
- W2891580501 cites W2581082771 @default.
- W2891580501 cites W2598203316 @default.
- W2891580501 cites W72597293 @default.
- W2891580501 doi "https://doi.org/10.1371/journal.pone.0203459" @default.
- W2891580501 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/6128566" @default.
- W2891580501 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/30192804" @default.
- W2891580501 hasPublicationYear "2018" @default.
- W2891580501 type Work @default.
- W2891580501 sameAs 2891580501 @default.
- W2891580501 citedByCount "11" @default.
- W2891580501 countsByYear W28915805012020 @default.
- W2891580501 countsByYear W28915805012021 @default.
- W2891580501 countsByYear W28915805012022 @default.
- W2891580501 countsByYear W28915805012023 @default.
- W2891580501 crossrefType "journal-article" @default.
- W2891580501 hasAuthorship W2891580501A5041331818 @default.
- W2891580501 hasBestOaLocation W28915805011 @default.
- W2891580501 hasConcept C153180895 @default.
- W2891580501 hasConcept C154945302 @default.
- W2891580501 hasConcept C16005928 @default.
- W2891580501 hasConcept C2777658100 @default.
- W2891580501 hasConcept C2778324318 @default.
- W2891580501 hasConcept C2779323059 @default.
- W2891580501 hasConcept C2991914496 @default.
- W2891580501 hasConcept C41008148 @default.
- W2891580501 hasConcept C502942594 @default.
- W2891580501 hasConcept C71924100 @default.
- W2891580501 hasConcept C95623464 @default.
- W2891580501 hasConceptScore W2891580501C153180895 @default.
- W2891580501 hasConceptScore W2891580501C154945302 @default.
- W2891580501 hasConceptScore W2891580501C16005928 @default.
- W2891580501 hasConceptScore W2891580501C2777658100 @default.
- W2891580501 hasConceptScore W2891580501C2778324318 @default.
- W2891580501 hasConceptScore W2891580501C2779323059 @default.
- W2891580501 hasConceptScore W2891580501C2991914496 @default.
- W2891580501 hasConceptScore W2891580501C41008148 @default.
- W2891580501 hasConceptScore W2891580501C502942594 @default.
- W2891580501 hasConceptScore W2891580501C71924100 @default.
- W2891580501 hasConceptScore W2891580501C95623464 @default.
- W2891580501 hasIssue "9" @default.
- W2891580501 hasLocation W28915805011 @default.
- W2891580501 hasLocation W28915805012 @default.
- W2891580501 hasLocation W28915805013 @default.
- W2891580501 hasLocation W28915805014 @default.
- W2891580501 hasLocation W28915805015 @default.
- W2891580501 hasOpenAccess W2891580501 @default.
- W2891580501 hasPrimaryLocation W28915805011 @default.
- W2891580501 hasRelatedWork W1986072892 @default.
- W2891580501 hasRelatedWork W2078119730 @default.
- W2891580501 hasRelatedWork W2137922967 @default.
- W2891580501 hasRelatedWork W2153119832 @default.
- W2891580501 hasRelatedWork W2412283403 @default.
- W2891580501 hasRelatedWork W2467610895 @default.
- W2891580501 hasRelatedWork W2528570570 @default.
- W2891580501 hasRelatedWork W2945284498 @default.
- W2891580501 hasRelatedWork W4321996933 @default.
- W2891580501 hasRelatedWork W36464245 @default.
- W2891580501 hasVolume "13" @default.
- W2891580501 isParatext "false" @default.