Matches in SemOpenAlex for { <https://semopenalex.org/work/W3134718802> ?p ?o ?g. }
- W3134718802 endingPage "e1008347" @default.
- W3134718802 startingPage "e1008347" @default.
- W3134718802 abstract "Variation in cognitive ability arises from subtle differences in underlying neural architecture. Understanding and predicting individual variability in cognition from the differences in brain networks requires harnessing the unique variance captured by different neuroimaging modalities. Here we adopted a multi-level machine learning approach that combines diffusion, functional, and structural MRI data from the Human Connectome Project (N = 1050) to provide unitary prediction models of various cognitive abilities: global cognitive function, fluid intelligence, crystallized intelligence, impulsivity, spatial orientation, verbal episodic memory and sustained attention. Out-of-sample predictions of each cognitive score were first generated using a sparsity-constrained principal component regression on individual neuroimaging modalities. These individual predictions were then aggregated and submitted to a LASSO estimator that removed redundant variability across channels. This stacked prediction led to a significant improvement in accuracy, relative to the best single modality predictions (approximately 1% to more than 3% boost in variance explained), across a majority of the cognitive abilities tested. Further analysis found that diffusion and brain surface properties contribute the most to the predictive power. Our findings establish a lower bound to predict individual differences in cognition using multiple neuroimaging measures of brain architecture, both structural and functional, quantify the relative predictive power of the different imaging modalities, and reveal how each modality provides unique and complementary information about individual differences in cognitive function." @default.
- W3134718802 created "2021-03-15" @default.
- W3134718802 creator A5012260243 @default.
- W3134718802 creator A5035483798 @default.
- W3134718802 creator A5077227967 @default.
- W3134718802 creator A5089028267 @default.
- W3134718802 date "2021-03-05" @default.
- W3134718802 modified "2023-10-12" @default.
- W3134718802 title "Integrating across neuroimaging modalities boosts prediction accuracy of cognitive ability" @default.
- W3134718802 cites W1940423692 @default.
- W3134718802 cites W1983208069 @default.
- W3134718802 cites W2006500696 @default.
- W3134718802 cites W2009913811 @default.
- W3134718802 cites W2011402106 @default.
- W3134718802 cites W2024729467 @default.
- W3134718802 cites W2025183354 @default.
- W3134718802 cites W2033872649 @default.
- W3134718802 cites W2059427110 @default.
- W3134718802 cites W2063243332 @default.
- W3134718802 cites W2071461458 @default.
- W3134718802 cites W2071608556 @default.
- W3134718802 cites W2090652637 @default.
- W3134718802 cites W2091910928 @default.
- W3134718802 cites W2111902267 @default.
- W3134718802 cites W2112185786 @default.
- W3134718802 cites W2113127248 @default.
- W3134718802 cites W2122410839 @default.
- W3134718802 cites W2123927491 @default.
- W3134718802 cites W2124764780 @default.
- W3134718802 cites W2131252214 @default.
- W3134718802 cites W2137918406 @default.
- W3134718802 cites W2143956675 @default.
- W3134718802 cites W2146181743 @default.
- W3134718802 cites W2148002450 @default.
- W3134718802 cites W2165698076 @default.
- W3134718802 cites W2165985389 @default.
- W3134718802 cites W2167702959 @default.
- W3134718802 cites W2168983113 @default.
- W3134718802 cites W2181004835 @default.
- W3134718802 cites W2404527239 @default.
- W3134718802 cites W2412366109 @default.
- W3134718802 cites W2499800833 @default.
- W3134718802 cites W2510122520 @default.
- W3134718802 cites W2516844838 @default.
- W3134718802 cites W2552208519 @default.
- W3134718802 cites W2557111525 @default.
- W3134718802 cites W2605370253 @default.
- W3134718802 cites W2791781046 @default.
- W3134718802 cites W2803837136 @default.
- W3134718802 cites W28412257 @default.
- W3134718802 cites W2900104194 @default.
- W3134718802 cites W2920509382 @default.
- W3134718802 cites W2949262129 @default.
- W3134718802 cites W2950082498 @default.
- W3134718802 cites W2951582858 @default.
- W3134718802 cites W2952179147 @default.
- W3134718802 cites W2952871955 @default.
- W3134718802 cites W2953136735 @default.
- W3134718802 cites W4240294902 @default.
- W3134718802 doi "https://doi.org/10.1371/journal.pcbi.1008347" @default.
- W3134718802 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/7984650" @default.
- W3134718802 hasPubMedId "https://pubmed.ncbi.nlm.nih.gov/33667224" @default.
- W3134718802 hasPublicationYear "2021" @default.
- W3134718802 type Work @default.
- W3134718802 sameAs 3134718802 @default.
- W3134718802 citedByCount "30" @default.
- W3134718802 countsByYear W31347188022021 @default.
- W3134718802 countsByYear W31347188022022 @default.
- W3134718802 countsByYear W31347188022023 @default.
- W3134718802 crossrefType "journal-article" @default.
- W3134718802 hasAuthorship W3134718802A5012260243 @default.
- W3134718802 hasAuthorship W3134718802A5035483798 @default.
- W3134718802 hasAuthorship W3134718802A5077227967 @default.
- W3134718802 hasAuthorship W3134718802A5089028267 @default.
- W3134718802 hasBestOaLocation W31347188021 @default.
- W3134718802 hasConcept C144024400 @default.
- W3134718802 hasConcept C154945302 @default.
- W3134718802 hasConcept C15744967 @default.
- W3134718802 hasConcept C169760540 @default.
- W3134718802 hasConcept C169900460 @default.
- W3134718802 hasConcept C180747234 @default.
- W3134718802 hasConcept C2779903281 @default.
- W3134718802 hasConcept C2780226545 @default.
- W3134718802 hasConcept C3018011982 @default.
- W3134718802 hasConcept C36289849 @default.
- W3134718802 hasConcept C41008148 @default.
- W3134718802 hasConcept C45715564 @default.
- W3134718802 hasConcept C58693492 @default.
- W3134718802 hasConcept C97820695 @default.
- W3134718802 hasConceptScore W3134718802C144024400 @default.
- W3134718802 hasConceptScore W3134718802C154945302 @default.
- W3134718802 hasConceptScore W3134718802C15744967 @default.
- W3134718802 hasConceptScore W3134718802C169760540 @default.
- W3134718802 hasConceptScore W3134718802C169900460 @default.
- W3134718802 hasConceptScore W3134718802C180747234 @default.
- W3134718802 hasConceptScore W3134718802C2779903281 @default.
- W3134718802 hasConceptScore W3134718802C2780226545 @default.
- W3134718802 hasConceptScore W3134718802C3018011982 @default.