8b93c2ff52d8cd7ada8682568d50a54d pmc_30594138.pdf 34374b63a93745f519254019e13377466cbf48a1 pmc_30594138.pdf f4220cbcb0c13feadf8f39db8db4ca1cbcf726fb4a6fb24317bacfef8284d17e pmc_30594138.pdf Title: Machine learning methodologies versus cardiovascular risk scores, in predicting disease risk Subject: BMC Medical Research Methodology, 2018, doi:10.1186/s12874-018-0644-1 Keywords: Cardiovascular disease,Risk prediction,Machine learning,Model performance Author: Alexandros C. Dimopoulos Creator: Arbortext Advanced Print Publisher 9.1.440/W Unicode Producer: Acrobat Distiller 10.1.5 (Windows); modified using iText® 5.3.5 ©2000-2012 1T3XT BVBA (AGPL-version) CreationDate: Thu Dec 27 09:33:42 2018 CET ModDate: Sat Dec 29 12:07:29 2018 CET Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 11 Encrypted: no Page size: 595.276 x 790.866 pts Page rot: 0 File size: 1036119 bytes Optimized: no PDF version: 1.4 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- MyriadPro-Regular Type 1 Custom yes no no 8 0 AFNLLG+DfspkqAdvTT99c4c969 Type 1C WinAnsi yes yes no 55 0 AFNLLE+SxnwksAdvTTe45e47d2 Type 1C WinAnsi yes yes no 11 0 AFNLLH+RpjllbAdvTT1b53b5fb.I Type 1C WinAnsi yes yes no 74 0 AFNLLF+QvnxjdAdvTTb5929f4c Type 1C WinAnsi yes yes no 56 0 AFNLLI+SytpjgAdvTTb5929f4c+20 Type 1C WinAnsi yes yes no 75 0 AFNLMJ+NqfwwlAdvTT86d47313 Type 1C WinAnsi yes yes no 12 0 AFNLIE+TsqhmbAdvTTaf7f9f4f.B Type 1C WinAnsi yes yes no 53 0 AFNLMK+RglnmjAdvTT86d47313+20 Type 1C WinAnsi yes yes no 10 0 AFNMJG+JtylngAdvTT7329fd89.I Type 1C WinAnsi yes yes no 9 0 AFNMNG+LgqjrpAdvTT8861b38f.I Type 1C WinAnsi yes yes no 54 0 AFOHEJ+XcbbpyAdvP4C4E74 Type 1C Custom yes yes yes 104 0 AFOHEH+GlhjdqAdvTT43ccf47d Type 1C WinAnsi yes yes no 105 0 AFOHEI+DtchyhAdvTT5fa5645c.I Type 1C WinAnsi yes yes no 106 0 AFOHFK+NfhtfsAdvTT43ccf47d+20 Type 1C WinAnsi yes yes no 107 0 AFOHNI+NmnccjAdvTT99c4c969+20 Type 1C WinAnsi yes yes no 159 0 AFOHOI+DsdymjAdvTTaf7f9f4f.B+20 Type 1C WinAnsi yes yes no 170 0 Jhove (Rel. 1.28.0, 2023-05-18) Date: 2024-01-19 05:10:14 CET RepresentationInformation: pmc_30594138.pdf ReportingModule: PDF-hul, Rel. 1.12.4 (2023-03-16) LastModified: 2019-04-22 03:37:56 CEST Size: 1036119 Format: PDF Version: 1.4 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf PDFMetadata: Objects: 420 FreeObjects: 1 IncrementalUpdates: 0 DocumentCatalog: PageLayout: SinglePage PageMode: UseOutlines Language: EN Outlines: Item: Title: Abstract Destination: sectionAbs1 Children: Item: Title: Background Destination: sectionASec1 Item: Title: Methods Destination: sectionASec2 Item: Title: Results Destination: sectionASec3 Item: Title: Conclusions Destination: sectionASec4 Item: Title: Background Destination: sectionSec1 Item: Title: Methods Destination: sectionSec2 Children: Item: Title: The ATTICA study cohort Destination: sectionSec3 Item: Title: Statistical approach for CVD risk assessment: the HellenicSCORE Destination: sectionSec4 Item: Title: Machine learning methodologies for CVD risk assessment Destination: sectionSec5 Item: Title: Comparisons between ML approaches vs. HellenicSCORE on 10-year CVD risk Destination: sectionSec6 Item: Title: Results Destination: sectionSec7 Item: Title: Discussion Destination: sectionSec8 Item: Title: Conclusions Destination: sectionSec9 Item: Title: Abbreviations Destination: sectionabr1 Item: Title: Acknowledgements Destination: section1 Item: Title: Funding Destination: sectionFPar1 Item: Title: Availability of data and materials Destination: sectionFPar2 Item: Title: Disclaimer Destination: sectionFPar10 Item: Title: Authors’ contributions Destination: section2 Item: Title: Authors’ information Destination: sectionFPar7 Item: Title: Ethics approval and consent to participate Destination: sectionFPar3 Item: Title: Consent for publication Destination: sectionFPar4 Item: Title: Competing interests Destination: sectionFPar5 Item: Title: Publisher’s Note Destination: sectionFPar6 Item: Title: Author details Destination: section3 Item: Title: References Destination: sectionBib1 Info: Title: Machine learning methodologies versus cardiovascular risk scores, in predicting disease risk Author: Alexandros C. 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