Table of contents
- Overview
- Data format and details
- Data quality
- Querying Exploring the Mind (EtM) data
- Additional resources
Overview
All of Us participants who provide primary consent to be part of the All of Us Research Program and complete the All of Us core surveys (the Basics, Overall Health, and Lifestyle surveys) are invited to complete Exploring the Mind (EtM) tasks.
The four tasks, which were developed through a partnership with the Many Brains Project and their TestMyBrain platform, are a series of computer-based tasks aimed at measuring various cognitive aspects through remote, unsupervised administration. Beginning February 2024, the data collected from these tasks are now accessible in the All of Us Researcher Workbench. As of CDRv9 release, there is EtM data from more than 97,000 participants available.
To learn more about access EtM data in the Researcher Workbench 2.0, see the Featured Workspaces All of Us Tutorial Workspace Getting Started with Controlled Tier Data (v8) and All of Us Tutorial Workspace Getting Started with Registered Tier Data (v8).
The EtM dataset includes four tasks:
- Gradual-onset continuous performance task (gradCPT): City or Mountain
- Delay discounting task: Now or Later
- Flanker task: Left or Right
- Multiracial facial emotion recognition task: Guess the Emotion
Data format and details
Methodology
Starting in September 2023, the All of Us Research Program invites eligible participants to participate in the Exploring the Mind (EtM) activity series which focuses on measuring cognitive control, sustained attention, social facial recognition, and reward valuation.
The tasks included in the series were selected in collaboration with the National Institute of Mental Health (NIMH) using the Research Domain Criteria (RDoC) framework (Cuthbert, 2022; Cuthbert & Kozak, 2013; National Institute of Mental Health, 2023).
After All of Us participants complete the Basics survey, the Lifestyle survey, and the Overall Health survey, participants are invited to complete four game-like cognitive tests, referred to as the Exploring the Mind tasks, in the All of Us participant portal.
Participants can complete any of the four tasks available in any order they choose (see Figure 1). Completion can be done on a device type of their choosing (i.e., desktop, laptop, smartphone, tablet). Basic metadata from the device type and response method used (e.g., mouse click, touchscreen) are recorded and available in the Researcher Workbench. For additional details of cognitive testing structure, read Introduction to Cognitive Testing Data in the All of Us Research Program.
Figure 1: Exploring the Mind task gallery within the All of Us participant portal.
NIMH partnered with the All of Us Research Program to develop four EtM tasks: City of Mountain, Now or Later, Left or Right, and Guess the Emotion.
City or Mountain
The City or Mountain task, a gradual onset continuous performance task (gradCPT), tests how fast participants respond—or how well participants resist responding—to a changing scene. Participants are asked to press a response key only when they see an image of a city while the image fades between city and mountain scenes. This type of task is used to understand cognitive systems such as attention, cognitive control, and the ability to respond to only one type of information while ignoring others. For more information, read Overview of the Gradual Onset Continuous Performance Task (City or Mountain).
Now or Later
The Now or Later task, a delay discounting task, measures a participant’s individual level of temporal discounting or how long they are willing to wait for a certain reward. Participants are presented with different pretend scenarios where they are offered a certain amount of money after specific waiting times. The amount of money and waiting time change in each scenario. Participants decide whether they would like a smaller monetary reward in a short time frame or a larger monetary reward in a longer time frame. This type of task is used to understand how people assess the value of rewards. For more information, read Overview of the Delay Discounting Task (Now or Later).
Left or Right
The Left or Right task, a Flanker test, measures how well participants can focus in distracting environments. Participants are presented with a screen showing five arrows—one center arrow between two sets of side arrows. During the task, the five arrows change direction, and participants must indicate the direction of only the middle arrow while ignoring the direction of the side arrows. This type of task is used to measure attention and response inhibition, or the ability to stop a response that results from inappropriate information (in this case, the side arrows). For information, read Overview of the Flanker Attention Task (Left or Right).
Guess the Emotion
The Guess the Emotion task, a version of a Facial Emotional Recognition task, asks participants to look at pictures of people and name the emotions based on their facial expressions. This type of task is used to learn about social processes, social communication, and how people receive information communicated through facial expressions. For more information, read Overview of the Emotional Recognition Task (Guess the Emotion).
Read additional information about the four tasks in the NIMH’s news release.
Categories of cognitive test data available in the Researcher Workbench
The cognitive test data are available in three categories for each task: trial-level data, summary scores (outcomes), and metadata.
Each of these data categories may contain multiple data types (e.g., numeric values, text strings, boolean values). Data from each task are available at both outcome and trial levels. Metadata for each of the tasks are also made available, which provides insights on the platform (i.e., device type) that participants used to complete the task.
To learn more about the EtM data structure and data elements available, see the Data Dictionaries. For considerations on how and when to use different data categories, read Introduction to Cognitive Testing Data in the All of Us Research Program.
Trial-level data
Trial-level data describe the characteristics of both (1) the stimulus the participant observed on each trial and (2) the participant’s response on each trial.
Summary scores
At the end of a cognitive test, data obtained from the participant’s responses to each individual trial (trial-level data) are aggregated to produce summary scores (sometimes also referred to as outcomes).
In contrast to individual trial data, each summary score reflects performance across a combination of trials, often the entire test. Example summary scores may include (1) the proportion of trials where the participant made the correct response and (2) the participant’s average reaction time across all trials.
Summary scores can be computed from the trial-level data, but are nevertheless provided separately to allow you immediate access to scores that reflect overall performance on the test. Performance on practice trials is never included in the calculation of summary scores.
Metadata
Metadata refers to data that contextualizes the data generated from a participant’s responses during a cognitive test but is not directly generated from those responses.
Metadata may include information about when the test was completed (e.g., start time and language of test administration) and characteristics of the participant’s testing device (e.g., screen width, operating system).
Data quality
Data quality assessments on reliability and quality control flags are available in the Introduction to Cognitive Testing Data in the All of Us Research Program.
While there isn't a definitive benchmark for what constitutes acceptable reliability, there are suggestions for using trial-level data to compute reliability provided in the details of each EtM task. To further assist researchers, quality control flags are included in both trial-level data and summary score data. The quality control flags are unique to each task’s design, and they are described in detail in each of the individual cognitive task supplemental documents.
The quality control criteria provided for each test are intended to capture extreme deviations from what is typically seen in participants performing the tasks in a valid manner. You must use your own judgment when determining whether flagged participants (or trials) should be excluded from analyses. You may also consider implementing your own quality control criteria separately from these recommendations.
Additional resources
The following resources provide additional information about the cognitive testing data with key details and methodology for each of the EtM tasks.
- Introduction to Cognitive Testing Data in the All of Us Research Program
- Overview of the Emotional Recognition Task (Guess the Emotion)
- Overview of the Delay Discounting Task (Now or Later)
- Overview of the Gradual Onset Continuous Performance Task (City or Mountain)
- Overview of the Flanker Attention Task (Left or Right)
The National Institute of Mental Health (NIMH) (2024, January 9.) Using Games to Explore the Mind. [Press Release]. https://www.nimh.nih.gov/news/science-news/2024/using-games-to-explore-the-mind
National Institute of Mental Health. (2024). Research Domain Criteria (RDoC). https://www.nimh.nih.gov/research/research-funded-by-nimh/rdoc (accessed Sep 10, 2024).
- Introduction to Cognitive Testing .pdf300 KB
- Overview of the Emotional Recognition Task (Guess the Emotion.pdf700 KB
- Overview of the Delay Discounting Task (Now or Later).pdf500 KB
- Overview of the Gradual Onset Continuous Performance Task (City or Mountain).pdf600 KB
- Overview of the Flanker Attention Task (Left or Right).pdf500 KB
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