Jakpros: Reproductive Health Education Application for Pregnant Women

Wiweko, Budi; Riyanti, Aida; Olivia, Shanty; Priangga, Muhammad; Silvana, Vita; Pertiwi, Ilonna Putri; Wibawa, Yohanes Satrya; Febri, Ririn Rahmala; Putro, Anggi Lewis Reso; Agung, Prince Gusti; Hestiantoro, Andon; Muharram, Raden; Harzif, Achmad Kemal; Pratama, Gita

doi:10.1109/icacsis.2018.8618206

Cited by 7 publications

(6 citation statements)

References 8 publications

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“…However, a qualitative study showed that multimedia and OSG related to information on fertility services were used when deciding to use fertility services [Figures 6 and 7 ]. [ 15 16 17 ]…”

Section: Discussionmentioning

confidence: 99%

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Future of Health Services: The Role of Physicians in the Disruptive Era

Wiweko

Zakirah

2020

J Hum Reprod Sci

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This article aimed to address the role of physicians in future health in the disruptive era. Physicians in this disruptive era must increase their capability and knowledge to compensate for this development. Advances in technology increase the impact on health care and the significance of disruption. Disruptive innovation encompasses several fields, such as physics, digital, and biology. Big data as one of the most important parts in clinical aspects encompass high-throughput cellular and protein-binding assays toward chemoinformatic-driven databases. Health status can be modified by changing epigenetic factor, such as lifestyle and environment. As a result, they affect human genetics and provide the insight of pathophysiology of disease, clinical treatment, and early preventive action. Disruptive innovations in health-care align with the development of artificial intelligence, machine learning, robotics, Internet of things, digitalization, and genomics. New paradigm shifting in physician–patient relationships is relevant to consumer health informatics.

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“…However, a qualitative study showed that multimedia and OSG related to information on fertility services were used when deciding to use fertility services [Figures 6 and 7 ]. [ 15 16 17 ]…”

Section: Discussionmentioning

confidence: 99%

“…proved that the AMH level can be used as an early predictor of the biological age of women than follicle-stimulating hormone and antral follicle count. [ 15 16 17 18 ]…”

Section: Discussionmentioning

confidence: 99%

Future of Health Services: The Role of Physicians in the Disruptive Era

Wiweko

Zakirah

2020

J Hum Reprod Sci

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“…We used purposive sampling in order to meet the inclusion criterias. The inclusion criteria were health care providers (general practitioner, obstetrics and gynecology specialist, midwife or nurse), had participated in our previous quantitative study, have a mobile phone, have been using the application for at least 2 weeks, have the ability to express their inner feelings and emotions, their experiences and their innate interest in expressing their experience (2). Participants were also asked to ll written informed consent and assured for con dentiality and anonymity.…”

Section: Methodsmentioning

confidence: 99%

Perspective of Healthcare Providers using Reproductive Smart Mobile Application in Jakarta: A Qualitative Study

Wiweko

Riyanti

Olivia

et al. 2020

Preprint

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Objective : Our study aimed to evaluate the perspectives of health care providers of JAKPROS ( Jakarta Reproduksi Sehat ) application that is used to improve the maternal health service. This descriptive qualitative study engaged 16 healthcare providers from two sub-district hospitals. The participants were selected using purposive sampling and cross-sectional design. Participant were asked to fill the written informed consent.Data were collected by in-depth discussion of a list of selected questions in a focus group discussion. Results: Most health care providers used paper-based systems in their hospitals.They said that it was very helpful in helping them communicate with their patients and provide information. The application has many benefits that help doctors provide the best service for patients during pregnancy.The use and adoption of app is needed to make a further improvements in the healthcare system. This study will help improve the application for more widespread use in a greater number of hospitals. JAKPROS made healthcare provider easier to communicate and track patient’s health. This app also assist patients related to the doctor’s schedule, health information, and nearest hospital.

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“…In this era of digitalization, smartphones have become a daily necessity. Currently, the use of smartphones in Indonesia is the seventh of all countries in the world, namely 2.34 billion users, and pregnant women use smartphones to access information in their pregnancy (Wiweko et al, 2018 ), which is expected to improve public health status and change people's behavior according to health references (World Health Organization, 2019 ). The result shows that mobile and internet-based technology increases maternal knowledge in carrying out high-risk early detection so that case finding can be done as early as possible and decision making can be carried out immediately by pregnant women and their families.…”

Section: Introductionmentioning

confidence: 99%

Human-In-The-Loop (HITL) application design for early detection of pregnancy danger signs

2022

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Background: Pregnancy period is a period for mothers to empower themselves to be safe and comfortable. Pregnant women must acquire pregnancy-related information, such as warning signs of pregnancy, to avoid severe complications and even death during pregnancy and childbirth. Therefore, developing an application for pregnant women would be very helpful. Objective: This study aimed to apply Human-In-The-Loop design with an android application to detect pregnancy risk early and avoid maternal morbidity and mortality. Methods: We collected data from the cohort of 5324 pregnant women at the community health centers in the West Lombok District from 2020 to February 2021. The data included age, parity, height, inter-pregnancy interval, hemoglobin levels, upper arm circumference, previous diseases, and bleeding history. We developed a Human-In-The-Loop mobile application and employed the decision tree for identifying pregnancy danger signs. The midwife (human-in-the-loop) reviewed and clarified the data to generate the final detection and made a recommendation. Results: The ordinal regression model revealed that older patients who have more parity, lower height, the distance of children <2 years, hemoglobin <11 g/dl, upper arm circumference (UPC) <23.5 cm, have positive HBsAg, have HIV disease, have a history of diabetes mellitus (DM), have a history of hypertension, positive protein urine, and have other diseases are more likely to have a high maternal risk. The decision tree outperformed and obtained a high accuracy of 92% ± 0.0351 compared to the nine individual classifiers (Nearest Neighbors, Random Forest, Neural Net, AdaBoost, Gaussian Naïve Bayes, Bagging, Extra Tree, Gradient Boosting, and Stacking). Conclusion: The Human-In-The-Loop mobile app developed in this study can be used by healthcare professionals, especially midwives and nurses, to detect danger indications early in pregnancy, accurately diagnose the high risk of pregnancy, and provide treatment and care recommendations during pregnancy and childbirth.

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Jakpros: Reproductive Health Education Application for Pregnant Women

Cited by 7 publications

References 8 publications

Future of Health Services: The Role of Physicians in the Disruptive Era

Future of Health Services: The Role of Physicians in the Disruptive Era

Perspective of Healthcare Providers using Reproductive Smart Mobile Application in Jakarta: A Qualitative Study

Human-In-The-Loop (HITL) application design for early detection of pregnancy danger signs

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