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Phone: (843) 766-6635
Wando Mount Pleasant Library
9 a.m. - 8 p.m.
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9 a.m. - 8 p.m.
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Otranto Road Library
9 a.m. - 8 p.m.
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9 a.m. - 8 p.m.
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Measuring Cognitive Abilities in the Wild: Validating a Population‐Scale Game‐Based Cognitive Assessment.
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- Author(s): Pedersen, Mads Kock1,2 (AUTHOR); Díaz, Carlos Mauricio Castaño3 (AUTHOR); Wang, Qian Janice1,4 (AUTHOR); Alba‐Marrugo, Mario Alejandro5 (AUTHOR); Amidi, Ali6 (AUTHOR); Basaiawmoit, Rajiv V.7 (AUTHOR); Bergenholtz, Carsten1 (AUTHOR); Christiansen, Morten H.8,9,10 (AUTHOR); Gajdacz, Miroslav1 (AUTHOR); Hertwig, Ralph11 (AUTHOR); Ishkhanyan, Byurakn12 (AUTHOR); Klyver, Kim13,14 (AUTHOR); Ladegaard, Nicolai15 (AUTHOR); Mathiasen, Kim15 (AUTHOR); Parsons, Christine10 (AUTHOR); Rafner, Janet1 (AUTHOR); Villadsen, Anders R.16 (AUTHOR); Wallentin, Mikkel9,10 (AUTHOR); Zana, Blanka1 (AUTHOR); Sherson, Jacob F.1,9 (AUTHOR)
- Source:
Cognitive Science. Jun2023, Vol. 47 Issue 6, p1-27. 27p.- Subject Terms:
- Source:
- Additional Information
- Abstract: Rapid individual cognitive phenotyping holds the potential to revolutionize domains as wide‐ranging as personalized learning, employment practices, and precision psychiatry. Going beyond limitations imposed by traditional lab‐based experiments, new efforts have been underway toward greater ecological validity and participant diversity to capture the full range of individual differences in cognitive abilities and behaviors across the general population. Building on this, we developed Skill Lab, a novel game‐based tool that simultaneously assesses a broad suite of cognitive abilities while providing an engaging narrative. Skill Lab consists of six mini‐games as well as 14 established cognitive ability tasks. Using a popular citizen science platform (N = 10,725), we conducted a comprehensive validation in the wild of a game‐based cognitive assessment suite. Based on the game and validation task data, we constructed reliable models to simultaneously predict eight cognitive abilities based on the users' in‐game behavior. Follow‐up validation tests revealed that the models can discriminate nuances contained within each separate cognitive ability as well as capture a shared main factor of generalized cognitive ability. Our game‐based measures are five times faster to complete than the equivalent task‐based measures and replicate previous findings on the decline of certain cognitive abilities with age in our large cross‐sectional population sample (N = 6369). Taken together, our results demonstrate the feasibility of rapid in‐the‐wild systematic assessment of cognitive abilities as a promising first step toward population‐scale benchmarking and individualized mental health diagnostics. [ABSTRACT FROM AUTHOR]
- Abstract: Copyright of Cognitive Science is the property of Wiley-Blackwell and its content may not be copied or emailed to multiple sites or posted to a listserv without the copyright holder's express written permission. However, users may print, download, or email articles for individual use. This abstract may be abridged. No warranty is given about the accuracy of the copy. Users should refer to the original published version of the material for the full abstract. (Copyright applies to all Abstracts.)
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