Sociodemographic
After the completion of data collection and interviewing sessions, the survey involving 50 breastfeeding mothers from two primary health care centers in Makassar, Indonesia was successfully concluded. The participants in this study primarily comprise individuals aged between 19 to 42 years, who have undergone multiple pregnancies and possess a higher level of educational achievement. There are notable two fold between individuals who are employed and those who engage in full-time homemaking. The participants are currently engaged in the practice of providing breast milk to infants who are younger than six months of age. The method of delivery is dominated by vaginal delivery, which is handled by both midwives and obstetricians. Most women deliver in hospitals on a referral basis as some may have complications that require surgery.
Table 1
Baseline Characteristics | Value (%) n = 50 |
Parity | | |
| Primipara | 18 (36,0) |
| Multipara | 32 (64,0) |
Education | | |
| Basic | 4 (8,0) |
| Middle | 20 (40,0) |
| Graduated | 26 (52,0) |
Occupation | | |
| Housewife | 37 (74,0) |
| Working mothers | 13 (26,0) |
Type of Birth | |
| Spontaneous | 34 (68,0) |
| Caesarian | 16 (32,0) |
Birth Helper | | |
| Midwife | 27 (54,0) |
| Obstetrician | 23 (46,0) |
Birth Place | | |
| Hospitals | 37 (74,0) |
| Primary Care Clinics | 13 (26,0) |
According to Table 2, the study group is diverse, with a mean maternal age of 28.5 years and a range of 9 to 42 years. This range's standard deviation of 6.3 shows maternal age variability, reflecting participant individuality. Typical maternity leave is 2.5 months, ranging from 1 to 6 months. The standard deviation of 2.4 indicates heterogeneous maternity leave duration choices. Transport distances range from 0.1 to 13 km, but workplaces are 1.7 km on average. The high 3.5 standard deviation emphasizes diversity. Infants are 0.5 to 17.5 months old and average 4.9 months. Infant age variation is shown by the sample's 12.0 standard deviation. The average birth interval is 3.0 years, ranging from 0 to 11. Based on the high standard deviation of 9.5, birth intervals vary widely among participants. Birth weight averages 3093.6 grams, ranging from 1700 to 6000. The sample's birth weight variability is shown by the 632.5 standard deviation. The average Mommy-Be use was 13.8 days, ranging from 5 to 30. Standard deviation of 5.3 shows Mommy-Be use duration varies among participants. Moderate prenatal and postpartum depression scores improved slightly. This implies a complicated postpartum mental health trajectory. Postpartum, breastfeeding self-efficacy rises significantly. Breastfeeding confidence has increased postpartum.
Table 2
Descriptive analysis for numerical variable
Items | Mean n = 50 | Range | SD |
Mothers Age | 28.5 | 19–42 | 6.3 |
Babies Age (Month) | 4.9 | 0.5–17.5 | 12.0 |
Birth Interval Year | 3.0 | 0–11 | 9.5 |
Baby Birth Weight | 3093.6 | 1700–6000 | 632.5 |
Maternity Leave Months (n = 13) | 2.5 | 1–6 | 2.4 |
Distance from Workplaces in km (n = 13) | 1.7 | 0.1–13 | 3.5 |
Mommy-Be Use Days | 13.8 | 5–30 | 5.3 |
Postpartum Depression Score | | | |
Before | 10.9 | 1–20 | 4.5 |
After | 9.3 | 1–17 | 3.1 |
Breastfeeding Self-Efficacy Score | | | |
Before | 37.9 | 14–61 | 11.9 |
After | 49.4 | 25–69 | 10.6 |
The study used a Wilcoxon Signed Rank Test to compare Postpartum Depression and Breastfeeding Efficacy scores before and after using Mommy-Be. Results in Fig. 1 showed a significant decrease in postpartum depression scores after using Mommy-Be, while breastfeeding efficacy scores improved significantly. The negative rankings indicate a positive change, indicating the potential positive impact of Mommy-Be on breastfeeding self-efficacy. The results suggest that using Mommy-Be can significantly reduce postpartum depression and increase breastfeeding efficacy.
The study found a significant relationship between the length of time mothers used Mommy-Be and changes in Postpartum Depression Score (EPDS) scores. The correlation coefficient was − 0.379, indicating a weak negative relationship, suggesting a possible association between increased use and lower scores. The correlation coefficient of 0.619, indicating a strong positive relationship, indicated a strong positive relationship between increased use and increased breastfeeding self-efficacy. These findings support the idea that Mommy-Be use is related to increased breastfeeding confidence and efficacy, indicating its potential therapeutic impact in reducing postpartum depressive symptoms.
Table 3
Variable | Coefficient Correlation | P Value |
Mommy-Be Used Day and Delta EPDS Score | -0.379 | 0.007 |
Mommy-Be Used Day and Delta BSESF Score | 0.619 | 0.000 |
The MAUQ was used to explore how the mother experience after using this application four week in a row. The MAUQ was consisting of seven-point Likert scale for subjective opinion from strongly disagree to strongly agree. The descriptive score of 50 participant presented in Table 4. According to the descriptive table's data, the average rating for each participant assessment item is vary between three to six. This shows that users have a different impression after using this app. On the ease-of-use dimension, respondents rated it generally good with an average score of 5.8 to 6.1, meaning that it was easy to master how to use the app and apply it during breastfeeding. This is possible because they are generally already familiar with android apps. For the function dimension of the app interface, especially the interface preference item got the most favorable rating among all with the lowest score of four. The item comfort of use, still within the interface dimension, was rated quite low by mothers with a mean score of 4.3, this may be due to its relation to the comfort of breastfeeding mothers in public making them rate it as such. In the usability dimension, the use of applications that must be based on a strong internet connection received the lowest rating with a mean score of 3.8. This online-based application is a common source of complaints, as it is inconvenient for those who do not always have an active network quota on their mobile devices, in addition to the fact that the environment does not yet show equal distribution of free internet access. So this can be an input for development, that this application needs to consider the resources of the target audience. Each participant must have an active quota and network connection for the Mommy-Be application to function.
Table 4
Descriptive quantitative analysis of Mommy-Be Usefulness
Items | Mean n = 50 | Range | SD |
Ease of Use | | | | |
The app was easy to use | 6.1 | 3–7 | 0.9 |
It was easy for me to learn to use the app | 6.0 | 3–7 | 0.8 |
The navigation was consistent when moving between screens | 5.8 | 2–7 | 1.1 |
The app's interface allowed me to use all the functions offered by the app | 6.0 | 2–7 | 1.0 |
Whenever I made a mistake using the app, I could quickly recover | 5.9 | 2–7 | 1.2 |
Interface and Satisfaction | | | |
I like the interface of the app | 5.9 | 4–7 | 0.9 |
The information in the app was well organized, so I could easily find the information I needed | 6.0 | 2–7 | 0.9 |
The app adequately acknowledged and provided information to let me know the progress of my action. | 5.9 | 2–7 | 1.1 |
I feel comfortable using this app in social settings | 4.3 | 2–5 | 0.7 |
The amount of time involved in using this app has been fitting for me | 5.6 | 2–5 | 1.1 |
I would use this app again | 5.4 | 2–7 | 1.2 |
Overall, I am satisfied with this app | 5.7 | 2–7 | 1.1 |
Usability | | | |
The app would be useful for my health and well-being | 6.0 | 2–7 | 1.1 |
The app improved my access to healthcare services | 6.1 | 3–7 | 0.9 |
The app helped me manage my health effectively | 6.1 | 3–7 | 0.8 |
This app has all the functions and capabilities I expected it to have | 5.6 | 3–7 | 0.8 |
I could use the app even when the Internet connection was poor or unavailable | 3.8 | 1–7 | 2.0 |
This mHealth app provided an acceptable way to receive health care services, such as accessing educational materials, tracking my own activities, and performing self-assessments | 6.1 | 2–7 | 0.9 |
In addition, this assessment is followed by structured in-depth questions based on the three primary dimensions of the MAUQ, namely ease of use, user interface, and satisfaction with the application, as well as the health utility of the application. Participants who initially opened the link to download the application onto their Android phone remarked on the simplicity of this application's interface.
"with one click, the application is immediately installed, and registering is also very simple, requiring only a cellphone number as identification, so I don't have to fill out too much information during registration (18–25 years, primipara, housewife)"
This application has the simplest user interface and user experience possible, with an unobtrusive design, clear visibility of each feature, and representative icon images. There are data entry modes with simple options so that users can choose to fill out each information log.
"When you open the menu, everything appears on a pleasant background, the pictures are also appealing, I like the illustrations and the color combinations, which are colors that many women enjoy, and the menus within are also very simple to fill out (25–30 years, multipara, working mother)"
Based on the primary reason for developing the Mommy-Be application, it is a bridge to meet the needs of breastfeeding mothers in understanding their breastfeeding activities, assisting them in meeting their nutritional needs while breastfeeding, and increasing their awareness of postpartum depressive disorders with independent early detection at any time, particularly for those who have never had children or previous breastfeeding experience. The following are some of the perceived benefits they felt after four weeks of intensive use of this application.
"As a new mother, I really don't understand how babies can breastfeed, whether they are full enough, or whether urinating is an indicator that they are getting enough to eat (18–24 year, primipara, working mother)"
This application helps me remember yesterday's breastfeeding session, which is the foundation for me to be able to breastfeed more frequently and for longer durations in order to stimulate my milk production (25–30 years, primipara, housewife).
"My child is very active; he occasionally sleeps more in the morning and rises later at night. This application is with me while I breastfeed at night. I am sometimes stressed by their crying, I sometimes feel like I have failed to breastfeed, and at the beginning of my birth I didn't sleep a day or night because of my baby's crying. After filling out the depression screening menu, I was shocked to discover that I have the potential for depression. I will consult a doctor because I am afraid that this will interfere with my lactation (31–35 year, primipara, working mother)”
Inadequacies in data export and module integration are among the conditions that may prevent the application from being used to its full potential. Users are unable to retrieve and store data externally regarding a summary of their application-related activities. Also, these applications still lack interconnections between their various educational content, such as breastfeeding problems and solutions, nutrition and diet for breastfeeding mothers, and signs and symptoms of anxiety and depression.
Regrettably, it is not feasible to retain a month's worth of data in PDF format. Despite its utility for future consultations with the pediatrician, the provision of a copy of the document containing the recorded data would undoubtedly prove highly advantageous (25–30-year, multipara, working mother
There are also disadvantages associated with the application database, which requires an active internet connection to function properly.
I encounter difficulties in consistently purchasing a quota, as this application fails to update when I attempt to input data. Specifically, the data I inputted while away from a Wi-Fi connection was not saved. The availability of an offline version would potentially enhance our freedom to utilize the application (36–40-year, multipara, housewife)
This may be a consideration for developers, as there is the potential to improve the accessibility of this application so that it can be connected in real time in the future, necessitating improvements to user data security and other factors.