Prakash, Subash and Unnikrishnan, Vishnu and Pryss, Ruediger and Kraft, Robin and Schobel, Johannes and Hannemann, Ronny and Langguth, Berthold and Schlee, Winfried and Spiliopoulou, Myra (2021) Interactive System for Similarity-Based Inspection and Assessment of the Well-Being of mHealth Users. ENTROPY, 23 (12): 1695. ISSN , 1099-4300
Full text not available from this repository. (Request a copy)Abstract
Recent digitization technologies empower mHealth users to conveniently record their Ecological Momentary Assessments (EMA) through web applications, smartphones, and wearable devices. These recordings can help clinicians understand how the users' condition changes, but appropriate learning and visualization mechanisms are required for this purpose. We propose a web-based visual analytics tool, which processes clinical data as well as EMAs that were recorded through a mHealth application. The goals we pursue are (1) to predict the condition of the user in the near and the far future, while also identifying the clinical data that mostly contribute to EMA predictions, (2) to identify users with outlier EMA, and (3) to show to what extent the EMAs of a user are in line with or diverge from those users similar to him/her. We report our findings based on a pilot study on patient empowerment, involving tinnitus patients who recorded EMAs with the mHealth app TinnitusTips. To validate our method, we also derived synthetic data from the same pilot study. Based on this setting, results for different use cases are reported.
| Item Type: | Article |
|---|---|
| Uncontrolled Keywords: | ECOLOGICAL MOMENTARY ASSESSMENT; TECHNOLOGY; medical analytics; condition prediction; ecological momentary assessment; visual analytics; time series |
| Subjects: | 600 Technology > 610 Medical sciences Medicine |
| Divisions: | Medicine > Lehrstuhl für Psychiatrie und Psychotherapie |
| Depositing User: | Dr. Gernot Deinzer |
| Date Deposited: | 16 Sep 2022 11:24 |
| Last Modified: | 16 Sep 2022 11:24 |
| URI: | https://pred.uni-regensburg.de/id/eprint/47555 |
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