1 / 15

Gamifying Health Data Collection

Gamifying Health Data Collection. Mariko Wakabayashi & RJ Kunde Department of Computer Science University of Illinois at Urbana-Champaign Collaborators: Jason Cho, Tom Olson, Shravan Gupta, and Seungchul Lee. Motivation.

fatima-cherry
Download Presentation

Gamifying Health Data Collection

An Image/Link below is provided (as is) to download presentation Download Policy: Content on the Website is provided to you AS IS for your information and personal use and may not be sold / licensed / shared on other websites without getting consent from its author. Content is provided to you AS IS for your information and personal use only. Download presentation by click this link. While downloading, if for some reason you are not able to download a presentation, the publisher may have deleted the file from their server. During download, if you can't get a presentation, the file might be deleted by the publisher.

E N D

Presentation Transcript

  1. Gamifying Health Data Collection Mariko Wakabayashi & RJ Kunde Department of Computer Science University of Illinois at Urbana-Champaign Collaborators: Jason Cho, Tom Olson, Shravan Gupta, and Seungchul Lee

  2. Motivation • Health data collection is dependent on a user’s motivation to participate • E.g. Health diary • Increasing number of tools which can assist in identification, correlation and eventual care for patients and their diseases • Growing opportunity for health professionals

  3. APPROACH • Aim for continuous user engagement • Gamification to maintain user’s participation, and collect health data from numerous sources • e.g. heart monitor sensor, accelerometer sensor • Prototype: • Developed a gamified mobile application that collects physical activity and users’ health information • Focused on two types of health data • Data from smartphone’s accelerometer sensor • Data from users’ health question answers

  4. What is Gamification? • Gamification: The application of game mechanics (e.g. competition, rewards) to a particular task or goal in order to create motivation among participants Location-based Social Network: Foursquare Education: Khan Academy Professional Network; LinkedIn’s Profile Completeness Circle

  5. Examples of Gamification in Medical literature (1) • Task 1: Educating the general public about healthy behavior Example: OrderUP! –players learn how to make healthier meal choices Field Study Conclusion • Encouraged participants to live healthier lifestyles • Participants engaged in four process of change identified by the Trans Theoretical Model

  6. Examples of Gamification in Medical literature (2) • Task 2: Health diary annotation completed by particular demographics • E.g. Pain Squad – mobile application that encourages young cancer patients to fill out pain reports. • Raised the compliance rate in annotating pain reports from 11% to over 80%.

  7. DR.POCKET – Prototype HEALTH MOBILE APPLICATION Goal: To accomplish Task 1 and 2 with our mobile application. • Health Diary Annotation by adults • Educate about healthy behavior and encourage a healthier lifestyle Dr. Pocket: • Asks user’s anxiety related questions • Tracks daily movement • Integration of two types of health data to understand user’s anxiety levels

  8. Dr.PocketGamification Framework

  9. DR.POCKET – HEALTH Related Questions • Modeled after the Institute of Medicine’s main determinants of health • Compiled surveys and scales from Centers for Disease Control (CDC), and Ian McDowell’s Measuring Health - A Guide to Rating Scales and Questionnaires • Dr. Pocket Focus on anxiety • One of the most common mental illness in the US • Prevalentamongst students Consists 102 questions from 6 different categories: stress, sleep, fatigue, anxiety, pain, and depression

  10. Health Question Examples

  11. DR.POCKET – Tracking Movement • Tracks movement with accelerometer and gyroscope • Goal is to obtain enough data to study the integration between health questions with physical activity and train application for feedback • Game elements added to step count • Progress Wheel (Competition) • Setting goal • Awarding Points for Participation (Rewards)

  12. DR.POCKET – Statistical Feedback • Provided Information for the user: • Daily and accumulated score • Calories Burned • Step counts • Distance Traveled • Questions Answered Game Elements encouraging Competition: • Number of points obtained • Tangible visuals to understand calculated numbers • Acquired marketplace items and its duration

  13. Pilot study Hypotheses • Goal 1: Gamification in health data collection is effective • Goal 2: Integration of passive and active data collection is more effective than either approach on its own. Procedure • 15 subjects used prototype application for 2 weeks • Subjects description: 18-25 age group, 5 females/10 males, students Results • Collected 1,380 responses and over 747,000 step counts. • Participants enjoyed and vouch for gamification • “The concept of earning "points" for walking more or answering more questions is really what motivated me.” • “The application showed me how much lower than the target I was at on a daily basis so it prompted me to walk more.,”

  14. Conclusion - Future Work • Future Work: Improve user interface Expand on current features • Increase of questions from 100 to 500 • Implement adaptive questions • Addnetwork functionality to increase competition Conduct Larger Study • 200 person, IRB sanctioned human study • Monitoruser engagement, and train application to detect anxiety levels • Develop a feedback system based on results

  15. Questions?

More Related