97b6ad8ad043c0b1acad5febd5689706 283207.pdf e49de8ad990b3a2ee69ef14ff1763bea722a67a2 283207.pdf 9905fd93a1c614a6048a8651d627a844510c61e3dbeebac7e9b7dbf44aa4ea46 283207.pdf Title: Longitudinal deep learning clustering of Type 2 Diabetes Mellitus trajectories using routinely collected health records Subject: Journal of Biomedical Informatics, 135 (2022) 104218. doi:10.1016/j.jbi.2022.104218 Keywords: Type 2 diabetes,Deep learning,Longitudinal cluster,AutoEncoder,Diabetic complications,Electronic health records Author: Enrico Manzini Creator: Elsevier Producer: Acrobat Distiller 8.1.0 (Windows) CreationDate: Tue Nov 8 17:04:53 2022 CET ModDate: Tue Nov 8 17:12:31 2022 CET Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 9 Encrypted: no Page size: 595.276 x 793.701 pts Page rot: 0 File size: 1397125 bytes Optimized: yes PDF version: 1.7 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- SNMVIJ+CharisSIL-Italic Type 1 Builtin yes yes yes 600 0 MONOMV+t1-uni-regular Type 1 Builtin yes yes yes 604 0 IDYXDI+CharisSIL Type 1 Builtin yes yes yes 608 0 DOPQMV+CharisSIL-Bold Type 1 Builtin yes yes yes 612 0 LVRVCZ+STIXMath-Regular Type 1 Builtin yes yes yes 616 0 GETUNY+CharisSIL CID TrueType Identity-H yes yes yes 591 0 ZURFRG+STIXMath-Italic Type 1 Builtin yes yes yes 319 0 QDTWCG+MSBM10 Type 1 Builtin yes yes yes 323 0 HLJZLR+u-charis-symbol Type 1 Builtin yes yes yes 327 0 UZZTKP+CharisSIL-Italic CID TrueType Identity-H yes yes yes 312 0 TGRRKE+STIXMathExtensions-Regular Type 1 Builtin yes yes yes 44 0 TKLJNA+STIXMathScript-Regular Type 1 Builtin yes yes yes 48 0 Jhove (Rel. 1.22.1, 2019-04-17) Date: 2023-10-26 02:25:56 CEST RepresentationInformation: 283207.pdf ReportingModule: PDF-hul, Rel. 1.12.1 (2019-04-17) LastModified: 2023-10-25 11:55:33 CEST Size: 1397125 Format: PDF Version: 1.7 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf Profile: Linearized PDF PDFMetadata: Objects: 739 FreeObjects: 1 IncrementalUpdates: 1 DocumentCatalog: PageLayout: SinglePage PageMode: UseOutlines Language: en-US Outlines: Item: Title: Longitudinal deep learning clustering of Type 2 Diabetes Mellitus trajectories using routinely collected health records Children: Item: Title: Introduction Item: Title: Material and methods Children: Item: Title: Data source and study population Item: Title: Data preprocessing Item: Title: Kernel matrix Item: Title: Clusters definition and validation Item: Title: Results Children: Item: Title: Clusters validation results Item: Title: Clusters description Item: Title: Discussion Item: Title: CRediT authorship contribution statement Item: Title: Declaration of competing interest Item: Title: Acknowledgments Item: Title: Appendix A. Supplementary data Item: Title: References Info: Title: Longitudinal deep learning clustering of Type 2 Diabetes Mellitus trajectories using routinely collected health records Author: Enrico Manzini Subject: Journal of Biomedical Informatics, 135 (2022) 104218. doi:10.1016/j.jbi.2022.104218 Keywords: Type 2 diabetes,Deep learning,Longitudinal cluster,AutoEncoder,Diabetic complications,Electronic health records Creator: Elsevier Producer: Acrobat Distiller 8.1.0 (Windows) CreationDate: Tue Nov 08 17:04:53 CET 2022 ModDate: Tue Nov 08 17:12:31 CET 2022 ID: 0x230b9570b3df4ff5bca6a89b57ac3f61, 0x2215cc3c6b50f194fa8a6e9a9ccf8a93 Filters: FilterPipeline: FlateDecode Fonts: Type1: Font: BaseFont: IDYXDI+CharisSIL FontSubset: true FirstChar: 21 LastChar: 255 FontDescriptor: FontName: IDYXDI+CharisSIL Flags: Symbolic FontBBox: -1418, -1092, 6144, 2600 FontFile: true ToUnicode: true Font: BaseFont: TKLJNA+STIXMathScript-Regular FontSubset: true FirstChar: 12 LastChar: 12 FontDescriptor: FontName: TKLJNA+STIXMathScript-Regular Flags: Symbolic FontBBox: 0, -324, 1229, 830 FontFile: true ToUnicode: true Font: BaseFont: QDTWCG+MSBM10 FontSubset: true FirstChar: 82 LastChar: 82 FontDescriptor: FontName: QDTWCG+MSBM10 Flags: Symbolic FontBBox: -55, -420, 2343, 920 FontFile: true ToUnicode: true Font: BaseFont: DOPQMV+CharisSIL-Bold FontSubset: true FirstChar: 40 LastChar: 237 FontDescriptor: FontName: DOPQMV+CharisSIL-Bold Flags: Symbolic FontBBox: -1475, -1092, 6144, 2600 FontFile: true ToUnicode: true Font: BaseFont: HLJZLR+u-charis-symbol FontSubset: true FirstChar: 42 LastChar: 42 FontDescriptor: FontName: HLJZLR+u-charis-symbol Flags: Symbolic FontBBox: -40, -406, 1645, 1509 FontFile: true ToUnicode: true Font: BaseFont: LVRVCZ+STIXMath-Regular FontSubset: true FirstChar: 42 LastChar: 203 FontDescriptor: FontName: LVRVCZ+STIXMath-Regular Flags: Symbolic FontBBox: -970, -341, 1096, 1023 FontFile: true ToUnicode: true Font: BaseFont: SNMVIJ+CharisSIL-Italic FontSubset: true FirstChar: 39 LastChar: 243 FontDescriptor: FontName: SNMVIJ+CharisSIL-Italic Flags: Symbolic FontBBox: -1467, -1092, 6262, 2600 FontFile: true ToUnicode: true Font: BaseFont: MONOMV+t1-uni-regular FontSubset: true FirstChar: 46 LastChar: 121 FontDescriptor: FontName: MONOMV+t1-uni-regular Flags: Symbolic FontBBox: -168, -250, 992, 997 FontFile: true ToUnicode: true Font: BaseFont: TGRRKE+STIXMathExtensions-Regular FontSubset: true FirstChar: 201 LastChar: 244 FontDescriptor: FontName: TGRRKE+STIXMathExtensions-Regular Flags: Symbolic FontBBox: 15, -3009, 1503, 959 FontFile: true ToUnicode: true Font: BaseFont: ZURFRG+STIXMath-Italic FontSubset: true FirstChar: 11 LastChar: 130 FontDescriptor: FontName: ZURFRG+STIXMath-Italic Flags: Symbolic FontBBox: -124, -478, 2328, 819 FontFile: true ToUnicode: true XMP: http://creativecommons.org/licenses/by-nc-nd/4.0/ elsevier.com sciencedirect.com true 10.1016/j.jbi.2022.104218 2010-04-23 application/pdf 10.1016/j.jbi.2022.104218 Elsevier Inc. Journal of Biomedical Informatics, 135 (2022) 104218. doi:10.1016/j.jbi.2022.104218 Type 2 diabetes Deep learning Longitudinal cluster AutoEncoder Diabetic complications Electronic health records Longitudinal deep learning clustering of Type 2 Diabetes Mellitus trajectories using routinely collected health records Enrico Manzini Bogdan Vlacho Josep Franch-Nadal Joan Escudero Ana Génova Elisenda Reixach Erik Andrés Israel Pizarro José-Luis Portero Dídac Mauricio Alexandre Perera-Lluna VoR 8th November 2022 Acrobat Distiller 8.1.0 (Windows) Type 2 diabetes,Deep learning,Longitudinal cluster,AutoEncoder,Diabetic complications,Electronic health records 8th November 2022 sciencedirect.com elsevier.com true 2010-04-23 10.1016/j.jbi.2022.104218 noindex journal © 2022 The Authors. Published by Elsevier Inc. 2022-11-01 1 November 2022 10.1016/j.jbi.2022.104218 1532-0464 104218 Journal of Biomedical Informatics 104218 https://doi.org/10.1016/j.jbi.2022.104218 135 2022-11-08T16:04:53 Elsevier 2022-11-08T16:12:31 2022-11-08T16:12:31 uuid:1b499bed-4ce8-4c0c-b682-0d58baae1cbe uuid:b6ed5266-03cb-4855-90c0-636283357f42 True Pages: Page: Label: 1 Annotations: Annotation: Subtype: Link Rect: 321, 724, 369, 730 Flags: Print Annotation: Subtype: Link Rect: 277, 668, 393, 675 Flags: Print Annotation: Subtype: Link Rect: 110, 583, 113, 589 Flags: Print ActionDest: 565 Annotation: Subtype: Link Rect: 115, 583, 119, 589 Flags: Print ActionDest: 565 Annotation: Subtype: Link Rect: 121, 583, 124, 589 Flags: Print ActionDest: 565 Annotation: Subtype: Link Rect: 127, 585, 131, 589 Flags: Print ActionDest: 565 Annotation: Subtype: Link Rect: 132, 583, 136, 589 Flags: Print ActionDest: 565 Annotation: Subtype: Link Rect: 214, 584, 218, 589 Flags: Print ActionDest: 565 Annotation: 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