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CEST RepresentationInformation: pmc_9727842.pdf ReportingModule: PDF-hul, Rel. 1.12.1 (2019-04-17) LastModified: 2023-08-04 02:18:56 CEST Size: 3011073 Format: PDF Version: 1.4 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf PDFMetadata: Objects: 536 FreeObjects: 1 IncrementalUpdates: 0 DocumentCatalog: ViewerPreferences: HideToolbar: false HideMenubar: false HideWindowUI: false FitWindow: false CenterWindow: false DisplayDocTitle: false NonFullScreenPageMode: UseNone Direction: L2R ViewArea: CropBox ViewClip: CropBox PrintArea: CropBox PageClip: CropBox PageLayout: SinglePage PageMode: UseOutlines Language: en-US Outlines: Item: Title: Adopting transfer learning for neuroimaging: a comparative analysis with a custom 3D convolution neural network model Children: Item: Title: Abstract Children: Item: Title: Background: Item: Title: Results: Item: Title: Conclusions: Item: Title: Background Item: Title: Results Children: Item: Title: Neuroimaging dataset Item: Title: Classification algorithms Item: Title: 3D CNN model specification Item: Title: Further optimizations Item: Title: Performance evaluation on multi-classification tasks Item: Title: Analysis of 4-way classification Children: Item: Title: Visualizing extracted feature Item: Title: Explainability of model classification Item: Title: Analysis of model robustness Item: Title: Discussion Children: Item: Title: Related work Item: Title: Conclusions Item: Title: Methods Children: Item: Title: Data preprocessing Item: Title: Comparative analysis Item: Title: Acknowledgements Item: Title: References Info: Title: Adopting transfer learning for neuroimaging: a comparative analysis with a custom 3D convolution neural network model Author: Amira Soliman Subject: BMC Medical Informatics and Decision Making, https://doi.org/10.1186/s12911-022-02054-7 Keywords: Convolution Neural Networks;Transfer Learning;Brain Neurodegenerative Disorders;Medical Image Classification Creator: Adobe 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Chang Kobra Etminani Stefan Byttner Anette Davidsson Begoña Martínez-Sanchis Valle Camacho Matteo Bauckneht Roxana Stegeran Marcus Ressner Marc Agudelo-Cifuentes Andrea Chincarini Matthias Brendel Axel Rominger Rose Bruffaerts Rik Vandenberghe Milica G. Kramberger Maja Trost Nicolas Nicastro Giovanni B. Frisoni Afina W. Lemstra Bart N. M. van Berckel Andrea Pilotto Alessandro Padovani Silvia Morbelli Dag Aarsland Flavio Nobili Valentina Garibotto Miguel Ochoa-Figueroa 10.1186/s12911-022-02054-7 2010-04-23 true springer.com springerlink.com https://doi.org/10.1186/s12911-022-02054-7 10.1186/s12911-022-02054-7 1472-6947 journal BMC Medical Informatics and Decision Making The Author(s) 2010-04-23 true 10.1186/s12911-022-02054-7 noindex springer.com springerlink.com uuid:e04170ac-7715-485c-ad81-219e99985169 uuid:c3725d82-37d1-4acc-a4a1-68c79c63e041 default 1 converted uuid:e04170ac-7715-485c-ad81-219e99985169 converted to PDF/A-2b pdfToolbox 2022-12-06T22:01:54Z 2 B Amira Soliman http://orcid.org/0000-0002-0264-8762 http://ns.adobe.com/pdfx/1.3/ pdfx Adobe Document Info PDF eXtension Schema external Mirrors crossmark:MajorVersionDate CrossmarkMajorVersionDate Text external Mirrors crossmark:CrossmarkDomainExclusive CrossmarkDomainExclusive Text internal Mirrors crossmark:DOI doi Text external Mirrors crossmark:CrosMarkDomains CrossMarkDomains seq Text internal A name object indicating whether the document has been modified to include trapping information robots Text internal ID of PDF/X standard GTS_PDFXVersion Text internal Conformance level of PDF/X standard GTS_PDFXConformance Text internal Company creating the PDF Company Text internal Date when document was last modified SourceModified Text http://crossref.org/crossmark/1.0/ crossmark Crossmark Schema internal Usual same as prism:doi DOI Text external The date when a publication was publishe. 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If used as a dc:identifier, the URI form should be captured, and the bare identifier should also be captured using prism:doi. If an alternate unique identifier is used as the required dc:identifier, then the DOI should be specified as a bare identifier within prism:doi only. If the URL associated with a DOI is to be specified, then prism:url may be used in conjunction with prism:doi in order to provide the service endpoint (i.e. the URL). doi Text external ISSN for an electronic version of the issue in which the resource occurs. Permits publishers to include a second ISSN, identifying an electronic version of the issue in which the resource occurs (therefore e(lectronic)Issn. If used, prism:eIssn MUST contain the ISSN of the electronic version. issn Text internal Volume number volume Text internal Issue number number Text internal Starting page startingPage Text internal Ending page endingPage Text external The aggregation type specifies the unit of aggregation for a content collection. Comment PRISM recommends that the PRISM Aggregation Type Controlled Vocabulary be used to provide values for this element. Note: PRISM recommends against the use of the #other value currently allowed in this controlled vocabulary. In lieu of using #other please reach out to the PRISM group at info@prismstandard.org to request addition of your term to the Aggregation Type Controlled Vocabulary. aggregationType Text external Title of the magazine, or other publication, in which a resource was/will be published. Typically this will be used to provide the name of the magazine an article appeared in as metadata for the article, along with information such as the article title, the publisher, volume, number, and cover date. Note: Publication name can be used to differentiate between a print magazine and the online version if the names are different such as “magazine” and “magazine.com.” publicationName Text external Copyright copyright Text http://ns.adobe.com/pdf/1.3/ pdf Adobe PDF Schema internal A name object indicating whether the document has been modified to include trapping information Trapped Text http://ns.adobe.com/xap/1.0/mm/ xmpMM XMP Media Management Schema internal UUID based identifier for specific incarnation of a document InstanceID URI internal The common identifier for all versions and renditions of a document. DocumentID URI internal The common identifier for all versions and renditions of a document. OriginalDocumentID URI internal A reference to the original document from which this one is derived. It is a minimal reference; missing components can be assumed to be unchanged. For example, a new version might only need to specify the instance ID and version number of the previous version, or a rendition might only need to specify the instance ID and rendition class of the original. DerivedFrom ResourceRef Identifies a portion of a document. This can be a position at which the document has been changed since the most recent event history (stEvt:changed). For a resource within an xmpMM:Ingredients list, the ResourceRef uses this type to identify both the portion of the containing document that refers to the resource, and the portion of the referenced resource that is referenced. http://ns.adobe.com/xap/1.0/sType/Part# stPart Part http://www.aiim.org/pdfa/ns/id/ pdfaid PDF/A ID Schema internal Part of PDF/A standard part Integer internal Amendment of PDF/A standard amd Text internal Conformance level of PDF/A standard conformance Text Springer Nature ORCID Schema http://springernature.com/ns/xmpExtensions/2.0/ sn authorInfo Bag AuthorInformation external Author information: contains the name of each author and his/her ORCiD (ORCiD: Open Researcher and Contributor ID). An ORCiD is a persistent identifier (a non-proprietary alphanumeric code) to uniquely identify scientific and other academic authors. AuthorInformation http://springernature.com/ns/xmpExtensions/2.0/authorInfo/ author Specifies the types of author information: name and ORCID of an author. name Text Gives the name of an author. orcid URI Gives the ORCID of an author. 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