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Complex affect dynamics offer limited incremental value for cross-sectional prediction of psychological and behavioural variables in cross-validated models.

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Title: Complex affect dynamics offer limited incremental value for cross-sectional prediction of psychological and behavioural variables in cross-validated models.
Authors: Shu Y; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia. yinuo.shu@monash.edu., Levi PT; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia., Tiego J; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia., Constable T; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia., Pang JC; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia., Hartshorn B; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia., Kwee J; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia., Fortune K; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia., Bellgrove M; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia., Fornito A; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia.
Source: BMC medicine [BMC Med] 2026 Jul 07. Date of Electronic Publication: 2026 Jul 07.
Publication Type: Journal Article
Journal Info: Publisher: BioMed Central Country of Publication: England NLM ID: 101190723 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1741-7015 (Electronic) Linking ISSN: 17417015 NLM ISO Abbreviation: BMC Med Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Complex affect dynamics offer limited incremental value for cross-sectional prediction of psychological and behavioural variables in cross-validated models.
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  Data: <searchLink fieldCode="AU" term="%22Shu+Y%22">Shu Y</searchLink>; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia. yinuo.shu@monash.edu.<br /><searchLink fieldCode="AU" term="%22Levi+PT%22">Levi PT</searchLink>; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Tiego+J%22">Tiego J</searchLink>; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Constable+T%22">Constable T</searchLink>; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Pang+JC%22">Pang JC</searchLink>; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Hartshorn+B%22">Hartshorn B</searchLink>; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Kwee+J%22">Kwee J</searchLink>; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Fortune+K%22">Fortune K</searchLink>; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Bellgrove+M%22">Bellgrove M</searchLink>; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia.<br /><searchLink fieldCode="AU" term="%22Fornito+A%22">Fornito A</searchLink>; School of Psychological Sciences, Turner Institute for Brain and Mental Health, and Monash Biomedical Imaging, Monash University, Victoria, Australia.
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  Data: <searchLink fieldCode="JN" term="%22101190723%22">BMC medicine</searchLink> [BMC Med] 2026 Jul 07. <i>Date of Electronic Publication: </i>2026 Jul 07.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22BioMed+Central%22">BioMed Central </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>101190723 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1741-7015 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2217417015%22">17417015 </searchLink><i>NLM ISO Abbreviation: </i>BMC Med <i>Subsets: </i>MEDLINE
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        Value: 10.1186/s12916-026-04936-3
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        Text: English
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      – TitleFull: Complex affect dynamics offer limited incremental value for cross-sectional prediction of psychological and behavioural variables in cross-validated models.
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              Text: 2026 Jul 07
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