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Psychol. 16:1692251. doi: 10.3389/fpsyg.2025.1692251 Keywords: ADHD; adolescence; lifestyle; neuropsychological functions; principal component analysis Author: Nicolas Ayala-Aldana Creator: LaTeX with hyperref package + hypdvips Producer: dvips + MiKTeX GPL Ghostscript 9.0 CreationDate: Mon Dec 15 16:08:39 2025 CET ModDate: Mon Dec 15 16:25:11 2025 CET Custom Metadata: no Metadata Stream: yes Tagged: no UserProperties: no Suspects: no Form: none JavaScript: no Pages: 12 Encrypted: no Page size: 595.26 x 842.116 pts (A4) Page rot: 0 File size: 3840824 bytes Optimized: no PDF version: 1.6 name type encoding emb sub uni object ID ------------------------------------ ----------------- ---------------- --- --- --- --------- WLMYRR+MuseoSans-700 Type 1C Custom yes yes yes 336 0 PYAGFZ+MuseoSans-300 Type 1C Custom yes yes yes 337 0 CKHQDU+MuseoSans-300Italic Type 1C WinAnsi yes yes no 338 0 RCLEDM+MinionPro-Regular Type 1C Custom yes yes no 339 0 LNNMNK+MuseoSans-500 Type 1C Custom yes yes yes 340 0 MCIIGM+RMTMI Type 1C Custom yes yes no 341 0 IZYSJR+MTSY Type 1C Custom yes yes yes 342 0 DYJYTQ+MinionPro-It Type 1C Custom yes yes no 360 0 SNBJLB+MuseoSans-500Italic Type 1C WinAnsi yes yes no 362 0 GBAUGV+RMTMIB Type 1C WinAnsi yes yes no 363 0 YPYAAK+MinionPro-Bold Type 1C WinAnsi yes yes no 364 0 Jhove (Rel. 1.28.0, 2023-05-18) Date: 2026-04-10 04:40:58 CEST RepresentationInformation: 326364.pdf ReportingModule: PDF-hul, Rel. 1.12.4 (2023-03-16) LastModified: 2026-04-09 12:10:05 CEST Size: 3840824 Format: PDF Version: 1.6 Status: Well-Formed and valid SignatureMatches: PDF-hul MIMEtype: application/pdf PDFMetadata: Objects: 417 FreeObjects: 1 IncrementalUpdates: 0 DocumentCatalog: ViewerPreferences: HideToolbar: false HideMenubar: false HideWindowUI: false FitWindow: true CenterWindow: false DisplayDocTitle: false NonFullScreenPageMode: UseNone Direction: L2R ViewArea: CropBox ViewClip: CropBox PrintArea: CropBox PageClip: CropBox PageLayout: SinglePage PageMode: UseOutlines Language: en Outlines: Item: Title: Exploring the interplay of neuropsychological functions, psychological wellbeing, and lifestyle through principal component analysis: a comprehensive study Destination: ariclecounter.1 Children: Item: Title: Introduction Destination: section*.2 Item: Title: Material and methods Destination: section*.3 Children: Item: Title: Study design and participants Destination: section*.4 Item: Title: Primary neuropsychological variables Destination: section*.5 Item: Title: Reduction of dimensionality and neurocognitive patterns Destination: section*.6 Item: Title: Psychological wellbeing, lifestyle behavior and sociodemographic characteristics Destination: section*.7 Item: Title: Statistical analysis Destination: section*.8 Item: Title: Results Destination: section*.9 Item: Title: Discussion Destination: section*.10 Item: Title: Data availability statement Destination: section*.11 Item: Title: Ethics statement Destination: section*.12 Item: Title: Author contributions Destination: section*.13 Item: Title: Funding Destination: section*.14 Item: Title: Acknowledgments Destination: section*.15 Item: Title: Conflict of interest Destination: section*.16 Item: Title: Generative AI statement Destination: section*.17 Item: Title: Publisher's note Destination: section*.18 Item: Title: Supplementary material Destination: section*.19 Item: Title: References Destination: section*.20 Info: Title: Exploring the interplay of neuropsychological functions, psychological wellbeing, and lifestyle through principal component analysis: a comprehensive study Author: Nicolas Ayala-Aldana Subject: Ayala-Aldana N, Ruiz-Rivera M, Pinar-Martı́ A, Lo-.3exto 0pt́pez-Vicente M, Contreras-Rodrı́guez O and Julvez J (2025) Exploring the interplay of neuropsychological functions, psychological wellbeing, and lifestyle through principal component analysis: a comprehensive study. Front. Psychol. 16:1692251. doi: 10.3389/fpsyg.2025.1692251 Keywords: ADHD; adolescence; lifestyle; neuropsychological functions; principal component analysis Creator: LaTeX with hyperref package + hypdvips Producer: dvips + MiKTeX GPL Ghostscript 9.0 CreationDate: Mon Dec 15 16:38:39 CET 2025 ModDate: Mon Dec 15 16:55:11 CET 2025 ID: 0x21113fd8513d8b49d3c8cb273c6f7786, 0x6003ecb958edc9d5cda24f625f42bb01 Filters: FilterPipeline: DCTDecode Images: Image: NisoImageMetadata: FormatName: image/png CompressionScheme: uncompressed ImageWidth: 32 ImageHeight: 128 ColorSpace: RGB BitsPerSample: 8 BitsPerSampleUnit: integer Image: NisoImageMetadata: FormatName: image/jpg CompressionScheme: JPEG ImageWidth: 8430 ImageHeight: 5958 ColorSpace: RGB BitsPerSample: 8 BitsPerSampleUnit: integer Interpolate: true Fonts: Type1: Font: BaseFont: WLMYRR+MuseoSans-700 FontSubset: true FirstChar: 40 LastChar: 121 FontDescriptor: FontName: WLMYRR+MuseoSans-700 Flags: Symbolic FontBBox: -8, -210, 941, 741 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: PYAGFZ+MuseoSans-300 FontSubset: true FirstChar: 2 LastChar: 250 FontDescriptor: FontName: PYAGFZ+MuseoSans-300 Flags: Symbolic FontBBox: -55, -210, 890, 871 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: CKHQDU+MuseoSans-300Italic FontSubset: true FirstChar: 46 LastChar: 121 FontDescriptor: FontName: CKHQDU+MuseoSans-300Italic Flags: Nonsymbolic FontBBox: -90, -210, 605, 703 FontFile3: true Encoding: WinAnsiEncoding Font: BaseFont: RCLEDM+MinionPro-Regular FontSubset: true FirstChar: 2 LastChar: 252 FontDescriptor: FontName: RCLEDM+MinionPro-Regular Flags: Symbolic FontBBox: -26, -257, 956, 811 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: LNNMNK+MuseoSans-500 FontSubset: true FirstChar: 3 LastChar: 237 FontDescriptor: FontName: LNNMNK+MuseoSans-500 Flags: Symbolic FontBBox: 2, -210, 845, 882 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: MCIIGM+RMTMI FontSubset: true FirstChar: 12 LastChar: 62 FontDescriptor: FontName: MCIIGM+RMTMI Flags: Symbolic FontBBox: 0, -199, 683, 671 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: IZYSJR+MTSY FontSubset: true FirstChar: 0 LastChar: 68 FontDescriptor: FontName: IZYSJR+MTSY Flags: Symbolic FontBBox: 0, -209, 944, 679 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true ToUnicode: true Font: BaseFont: DYJYTQ+MinionPro-It FontSubset: true FirstChar: 19 LastChar: 237 FontDescriptor: FontName: DYJYTQ+MinionPro-It Flags: Symbolic FontBBox: -142, -257, 903, 712 FontFile3: true EncodingDictionary: BaseEncoding: WinAnsiEncoding Differences: true Font: BaseFont: SNBJLB+MuseoSans-500Italic FontSubset: true FirstChar: 78 LastChar: 112 FontDescriptor: FontName: SNBJLB+MuseoSans-500Italic Flags: Nonsymbolic, SmallCap FontBBox: -53, -200, 734, 706 FontFile3: true Encoding: WinAnsiEncoding Font: BaseFont: GBAUGV+RMTMIB FontSubset: true FirstChar: 60 LastChar: 60 FontDescriptor: FontName: GBAUGV+RMTMIB Flags: Nonsymbolic, AllCap FontBBox: 0, 0, 682, 455 FontFile3: true Encoding: WinAnsiEncoding Font: BaseFont: YPYAAK+MinionPro-Bold FontSubset: true FirstChar: 46 LastChar: 54 FontDescriptor: FontName: YPYAAK+MinionPro-Bold Flags: Nonsymbolic, AllCap FontBBox: 0, -12, 500, 700 FontFile3: true Encoding: WinAnsiEncoding XMP: application/pdf Copyright © 2025 Ayala-Aldana, Ruiz-Rivera, Pinar-Mart\'{\i }, L\unhbox \voidb@x \setbox \cbox \hbox {o}\hbox {\raise -.3ex\hbox to 0pt{\kern .2ex\'{}}\box \cbox }pez-Vicente, Contreras-Rodr\'{\i }guez and Julvez. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. Ayala-Aldana N, Ruiz-Rivera M, Pinar-Martı́ A, Lo-.3exto 0pt́pez-Vicente M, Contreras-Rodrı́guez O and Julvez J (2025) Exploring the interplay of neuropsychological functions, psychological wellbeing, and lifestyle through principal component analysis: a comprehensive study. Front. Psychol. 16:1692251. doi: 10.3389/fpsyg.2025.1692251 Nicolas Ayala-Aldana Marina Ruiz-Rivera Ariadna Pinar-Martı́ Mo-.3exto 0pt́nica Lo-.3exto 0pt́pez-Vicente Oren Contreras-Rodrı́guez Jordi Julvez Exploring the interplay of neuropsychological functions, psychological wellbeing, and lifestyle through principal component analysis: a comprehensive study ADHD adolescence lifestyle neuropsychological functions principal component analysis True https://www.frontiersin.org/legal/copyright-statement 2025-12-15T20:38:39+05:30 LaTeX with hyperref package + hypdvips 2025-12-15T20:55:11+05:30 2025-12-15T20:55:11+05:30 ADHD; adolescence; lifestyle; neuropsychological functions; principal component analysis dvips + MiKTeX GPL Ghostscript 9.0 uuid:cfe29110-5cda-47b1-942e-519544b75c67 uuid:97c145c2-7369-422c-9668-1ce0298d3c6b Pages: Page: Label: 1 Annotations: Annotation: Subtype: Link Rect: 48, 790, 228, 806 Annotation: Subtype: Link Rect: 456, 800, 514, 808 Annotation: Subtype: Link Rect: 472, 791, 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