Matches in SemOpenAlex for { <https://semopenalex.org/work/W4380291204> ?p ?o ?g. }
Showing items 1 to 86 of
86
with 100 items per page.
- W4380291204 endingPage "505" @default.
- W4380291204 startingPage "498" @default.
- W4380291204 abstract "Abstract Background Identifying treatment responders after a single session of photo‐based procedure for hyperpigmentary disorders may be difficult. Objectives We aim to train a convolutional neural network (CNN) to test the hypothesis that there exist discernible features in pretreatment photographs for identifying favorable responses after photo‐based treatments for facial hyperpigmentation and develop a clinically applicable algorithm to predict treatment outcome. Methods Two hundred and sixty‐four sets of pretreatment photographs of subjects receiving photo‐based treatment for esthetic enhancement were obtained using the VISIA® skin analysis system. Preprocessing was done by masking the facial features of the photographs. Each set of photographs consists of five types of images. Five independently trained CNNs based on the Resnet50 backbone were developed based on these images and the results of these CNNs were combined to obtain the final result. Results The developed CNN algorithm has a prediction accuracy approaching 78.5% with area under the receiver operating characteristic curve being 0.839. Conclusion The treatment efficacy of photo‐based therapies on facial skin pigmentation can be predicted based on pretreatment images." @default.
- W4380291204 created "2023-06-13" @default.
- W4380291204 creator A5035544858 @default.
- W4380291204 creator A5044859537 @default.
- W4380291204 creator A5046184980 @default.
- W4380291204 creator A5059398722 @default.
- W4380291204 creator A5073452348 @default.
- W4380291204 date "2023-06-12" @default.
- W4380291204 modified "2023-10-17" @default.
- W4380291204 title "Response predictor for pigment reduction after one session of photo based therapy using convolutional neural network: A proof of concept study" @default.
- W4380291204 cites W2049774079 @default.
- W4380291204 cites W2161156629 @default.
- W4380291204 cites W2194775991 @default.
- W4380291204 cites W2581082771 @default.
- W4380291204 cites W2883124702 @default.
- W4380291204 cites W2903060508 @default.
- W4380291204 cites W2914384120 @default.
- W4380291204 cites W2959028487 @default.
- W4380291204 cites W2995889636 @default.
- W4380291204 cites W3015651615 @default.
- W4380291204 cites W3025830737 @default.
- W4380291204 doi "https://doi.org/10.1111/phpp.12891" @default.
- W4380291204 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/37306455" @default.
- W4380291204 hasPublicationYear "2023" @default.
- W4380291204 type Work @default.
- W4380291204 citedByCount "0" @default.
- W4380291204 crossrefType "journal-article" @default.
- W4380291204 hasAuthorship W4380291204A5035544858 @default.
- W4380291204 hasAuthorship W4380291204A5044859537 @default.
- W4380291204 hasAuthorship W4380291204A5046184980 @default.
- W4380291204 hasAuthorship W4380291204A5059398722 @default.
- W4380291204 hasAuthorship W4380291204A5073452348 @default.
- W4380291204 hasConcept C136764020 @default.
- W4380291204 hasConcept C142362112 @default.
- W4380291204 hasConcept C144024400 @default.
- W4380291204 hasConcept C153180895 @default.
- W4380291204 hasConcept C153349607 @default.
- W4380291204 hasConcept C154945302 @default.
- W4380291204 hasConcept C16005928 @default.
- W4380291204 hasConcept C2776728111 @default.
- W4380291204 hasConcept C2777402240 @default.
- W4380291204 hasConcept C2779182362 @default.
- W4380291204 hasConcept C2779304628 @default.
- W4380291204 hasConcept C34736171 @default.
- W4380291204 hasConcept C36289849 @default.
- W4380291204 hasConcept C41008148 @default.
- W4380291204 hasConcept C71924100 @default.
- W4380291204 hasConcept C81363708 @default.
- W4380291204 hasConceptScore W4380291204C136764020 @default.
- W4380291204 hasConceptScore W4380291204C142362112 @default.
- W4380291204 hasConceptScore W4380291204C144024400 @default.
- W4380291204 hasConceptScore W4380291204C153180895 @default.
- W4380291204 hasConceptScore W4380291204C153349607 @default.
- W4380291204 hasConceptScore W4380291204C154945302 @default.
- W4380291204 hasConceptScore W4380291204C16005928 @default.
- W4380291204 hasConceptScore W4380291204C2776728111 @default.
- W4380291204 hasConceptScore W4380291204C2777402240 @default.
- W4380291204 hasConceptScore W4380291204C2779182362 @default.
- W4380291204 hasConceptScore W4380291204C2779304628 @default.
- W4380291204 hasConceptScore W4380291204C34736171 @default.
- W4380291204 hasConceptScore W4380291204C36289849 @default.
- W4380291204 hasConceptScore W4380291204C41008148 @default.
- W4380291204 hasConceptScore W4380291204C71924100 @default.
- W4380291204 hasConceptScore W4380291204C81363708 @default.
- W4380291204 hasFunder F4320322811 @default.
- W4380291204 hasIssue "5" @default.
- W4380291204 hasLocation W43802912041 @default.
- W4380291204 hasLocation W43802912042 @default.
- W4380291204 hasOpenAccess W4380291204 @default.
- W4380291204 hasPrimaryLocation W43802912041 @default.
- W4380291204 hasRelatedWork W3012257603 @default.
- W4380291204 hasRelatedWork W3016450995 @default.
- W4380291204 hasRelatedWork W3138244192 @default.
- W4380291204 hasRelatedWork W3177475962 @default.
- W4380291204 hasRelatedWork W4230197055 @default.
- W4380291204 hasRelatedWork W4239368213 @default.
- W4380291204 hasRelatedWork W4292264782 @default.
- W4380291204 hasRelatedWork W4296749040 @default.
- W4380291204 hasRelatedWork W621808327 @default.
- W4380291204 hasRelatedWork W644007644 @default.
- W4380291204 hasVolume "39" @default.
- W4380291204 isParatext "false" @default.
- W4380291204 isRetracted "false" @default.
- W4380291204 workType "article" @default.