Most of the identified topics included the use of positive words when describing apps in the reviews. In their feedback, users often use words such as “love,” “nice,” “easy,” “good,” and “amaze” to describe the apps. Positively rated topics were more common than negatively rated topics. Users who leave feedback for diet-tracking apps positively rate the possibility to track their food intake; use food scanners and create/access food databases in the apps; and consider the apps to be user-friendly, convenient, and easy to use overall. Weight loss was another important topic, appearing in 10% of user reviews (Table 3).
Healthy eating.
Finding the best number of topics that would give optimal results required several trials, starting with a randomly selected number of topics until we narrowed down to the model with the best score. For example, if our model found 11 topics in the dataset, for each review in our dataset, the model would provide us with the probabilities of how likely the review is to belong to each of the 11 topics. After using MFP for many years, I recently found Lose It to be much easier to use on a day to day basis as far as data entry and scanning labels.
Negatively Evaluated App Characteristics
- Therefore, to retain users and keep them satisfied and loyal, an app should provide adequate, clear, and respectful communication regarding the costs that may be incurred through app use (eg, paid premium versions, in-app purchases, refund policies).
- It uses the openfood database and you can get your own api key and add the USDA database as well and basically any food i scan is available.it does not try to sell you stuff or hide it behind a pay wall.
- Words such as “I,” “are,” “and,” and “the” were considered “stop words” and removed, as such common words tend to dominate the results.
- Since both the topical n-grams identification and topic modeling approaches have the same preprocessing steps, the same preprocessed dataset was used in both methods.
- And then found out that NO MATTER what, you can’t get your money back once they have charged the subscription even if it’s on THE SAME DAY.
- The implications of this study go beyond those for app developers as stakeholders; for example, in cases concerning health and nutrition, public policy and official institutions should be involved.
Often at the end of the day, which is far too late to impact my caloric decisions that day. “The WW app actually has a ton of great recipes so if you like to cook. While maybe seeing some weight loss, it’s not a bad deal,” said Caroline Susie, a registered dietitian nutritionist. And Staci said she’s willing to pay a monthly subscription for tracking food online. She said she loves the Weight Watchers app, which is now called WW. I really wanted to give this app 5 stars, especially since it’s helped me to lose more than 20 pounds in the last 6 weeks.
Your Data, Your Control
The number of mentions of positive and negative trigrams in user reviews also showed a trend of positive evaluation dominance among users leaving reviews. The top 50 most frequent positive trigrams appeared 12,723 times, while the top 50 most frequent negative trigrams were mentioned 1270 times in our dataset of 72,084 user reviews. Although this study provides valuable insight into user opinions, it is not without limitations. Owing to feasibility constraints, we focused on available reviews and introduced a set of constraints that allowed us to structure and summarize the otherwise diverse user-generated content in the form of app reviews. Future research could apply other text-mining approaches for data collection, cleaning, and analysis. In performing similar studies, it may be beneficial to differentiate users and their motivations for using the diet-tracking app.
Here is a list of free nutrition and nutrition tracker apps that help you eat healthy, choose healthier foods and stay on track. You can download or purchase these apps for your smartphone, tablet or computer. Top 50 negative trigrams (most frequently mentioned trigrams with ratings lower than 3).
Features
This can be done (to a certain extent) by a deeper investigation of the review content and its sentiment. The implications of this study go beyond those for app developers as stakeholders; for example, in cases concerning health and nutrition, public policy and official institutions should be involved. Digital participation of current and future generations is increasing; there is also evidence that mobile apps are a potentially useful tool for shaping and tracking users’ diets [8,14]. By exploring users’ experiences with apps, along with their suggestions and comments, it is possible to better support the apps they need and improve their eating habits, health and diet management, and nutrition-related well-being.
Effortlessly Scan Food
Although users rated the apps they use very highly on average (the overall rating for all apps was 4.4 out of 5, with individual app ratings ranging from 4.1 to 4.7), some features could still be improved to enhance the user experience. Owing to their presence and relevance in the dieting field, diet-tracking apps have attracted the interest of many researchers who have used app evaluation strategies in an attempt to better understand and evaluate app features [29-32]. The influence of diet-tracking apps on users’ food choices and their opinions about these apps have been tested using experimental and survey data collection methods [10,15,18,33]. Previous studies also assessed the consistency of information provided by different apps, and recommended further collaboration and harmonization of information [34,35]. The availability and use of mobile apps in unimeal review health and nutrition management are increasing.
Add to Collections
I’ve never figured out how it uses the integration with Garmin to “add calories to the day” because you did a big ride. It eventually led to me just not tracking even though I paid for membership. It has a very good database and tracking functionality for macros. It also has diet plans and recipes that I’ve actually found useful. One thing that took some getting used to is that Garmin doesn’t sync over the calories from a workout, instead it syncs Garmin Active Calories and compares it to the you calorie budget. I suppose this makes more sense as it more accurately accounts for nonexercise time as well.
Data Analysis
To evaluate users’ views on diet-tracking apps, we used a different methodology from the experimental and survey data collection methods previously reported [10,15,18,33]. We performed a thorough content analysis of the app user reviews available on Google Play Store. The text mining method was used to detect the word and topic combinations that are frequently mentioned in user reviews. These word combinations (n-grams) were evaluated and the most frequent combinations were selected for further analysis.
Overall Ratings
Basic is free, but you can upgrade to Premium to unlock additional features. Whether you’re using these tools to identify trigger foods or create new habits, nutrition apps can help you to make sense of what you’re eating, how much, and develop a plan for your health moving forward. If you aren’t in the US loseit, chronometer, MFP are enot very useful as they only seem to have USDA databaseI use an opensource app called waistline. It uses the openfood database and you can get your own api key and add the USDA database as well and basically any food i scan is available.it does not try to sell you stuff or hide it behind a pay wall.
Track Nutrition with Foodnoms
It may include links to online content that was not created by Michigan Medicine and for which Michigan Medicine does not assume responsibility. It does not replace medical advice from your health care provider because your experience may differ from that of the typical patient. Talk to your health care provider if you have any questions about this document, your condition or your treatment plan. So in line with what I got credited with walking around the rest of the day to make up around 200 calories.
コメント