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Combining Computer Game-Based Behavioural Experiments With High-Density EEG and Infrared Gaze Tracking

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Measuring Cognitive Abilities in the Wild: Validating a Population-Scale Game-Based Cognitive Assessment.

Mads Kock Pedersen^1,2, Carlos Mauricio Castaño Díaz³, Qian Janice Wang^1,4

¹Center for Hybrid Intelligence, Department of Management, Aarhus University.

Cognitive Science

|June 24, 2023

Summary

This summary is machine-generated.

Skill Lab, a new game-based tool, rapidly assesses cognitive abilities in diverse populations. This approach offers a faster, more accessible method for understanding individual cognitive differences and supports personalized diagnostics.

Keywords:

Big data Cognitive abilities Crowdsourcing Gamification Stealth assessment

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Area of Science:

Cognitive Science
Psychometrics
Human-Computer Interaction

Background:

Traditional cognitive assessments are time-consuming and lack ecological validity.
There is a need for rapid, accessible, and engaging methods for cognitive phenotyping.
Citizen science platforms offer opportunities for large-scale data collection in naturalistic settings.

Purpose of the Study:

To develop and validate Skill Lab, a novel game-based tool for simultaneous cognitive ability assessment.
To evaluate the feasibility of rapid, in-the-wild cognitive phenotyping.
To establish a foundation for population-scale cognitive benchmarking and personalized diagnostics.

Main Methods:

Development of Skill Lab, a game-based suite with mini-games and established cognitive tasks.
Large-scale validation (N = 10,725) on a citizen science platform.
Construction and validation of predictive models for eight cognitive abilities based on in-game behavior.

Main Results:

Skill Lab models reliably predict individual cognitive abilities from in-game behavior.
The game-based measures are five times faster than traditional tasks.
Findings replicate age-related cognitive decline in a large sample (N = 6369).

Conclusions:

Game-based cognitive assessment is feasible for rapid, in-the-wild evaluation.
Skill Lab demonstrates potential for broad applications in personalized learning, employment, and psychiatry.
This approach advances population-scale cognitive benchmarking and individualized mental health diagnostics.