While mobile diet, fitness, and weight apps have become increasingly popular, more research is needed to assess their quality beyond ratings and reviews in app stores. One way to assess quality is to examine content because features can hinder adoption and long-term use. Research shows about half of mobile users (45.7%) stop utilizing apps due to hard-to-use features, and some users abandon apps because they lack desired features.

Tham, A, Victory, S, Kim, LS, Chen, Y, Zheng, K, Eikey, EV. In Press. A Content Analysis of Popular Diet, Fitness, and Weight Self-Tracking Mobile Apps on Google Play. In International Conference on Information (iConference). Springer. BorĂ¥s, Sweden. March 23-26, 2020.

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