Analyzing User Reviews of the First Digital Contraceptive: Mixed Methods Study

被引:3
作者
Felice, Marianela Ciolfi [1 ,3 ]
Sondergaard, Marie Louise Juul [2 ]
Balaam, Madeline [1 ]
机构
[1] KTH Royal Inst Technol, Div Media Technol & Interact Design, Stockholm, Sweden
[2] AHO Oslo Sch Architecture & Design, Inst Design, Oslo, Norway
[3] KTH Royal Inst Technol, Div Media Technol & Interact Design, Brinellvagen 8, S-11428 Stockholm, Sweden
基金
瑞典研究理事会;
关键词
digital contraception; reproductive health; digital health; women's health; intimate health; computational methods; natural language processing; NLP; user experience; health informatics; SELF-TRACKING;
D O I
10.2196/47131
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Background: People in Western countries are increasingly rejecting hormone-based birth control and expressing a preference for hormone-free methods. Digital contraceptives have emerged as nonhormonal medical devices that make use of self-tracked data and algorithms to find a user's fertile window. However, there is little knowledge about how people experience this seemingly new form of contraception, whose failure may result in unwanted pregnancies, high health risks, and life-changing consequences. As digital contraception becomes more widely adopted, examining its user experience is crucial to inform the design of technologies that not only are medically effective but also meet users' preferences and needs. Objective: We examined the user experience offered by Natural Cycles-the first digital contraceptive-through an analysis of app reviews written by its users worldwide. Methods: We conducted a mixed methods analysis of 3265 publicly available reviews written in English by users of Natural Cycles on the Google Play Store. We combined computational and human techniques, namely, topic modeling and reflexive thematic analysis. Results: For some users of digital contraception, the hormone-free aspect of the experience can be more salient than its digital aspect. Cultivating self-knowledge through the use of the technology can, in turn, feel empowering. Users also pointed to an algorithmic component that allows for increased accuracy over time as long as user diligence is applied. The interactivity of the digital contraceptive supports mutual learning and is experienced as agential and rewarding. Finally, a digital contraceptive can facilitate sharing the burden of contraceptive practices or highlight single-sided responsibilities while creating points of friction in the required daily routines. Conclusions: Digital contraception is experienced by users as a tamed natural approach-a natural method contained and regulated by science and technology. This means that users can experience a method based on a digital product as "natural," which positions digital contraceptives as a suitable option for people looking for evidence-based nonhormonal contraceptive methods. We point to interactivity as core to the user experience and highlight that a digital contraceptive might allow for collaboration between partners around contraceptive practices and responsibilities. We note that the user diligence required for the digital contraceptive to provide accurate and frequent data is sometimes not enough. Future research could look at designing (and redesigning) digital contraceptives with primary users and intimate partners, enhancing the experience of tamed naturalness; exploring how trust fluctuates among involved actors and in interactions with the technology; and, ultimately, designing more inclusive approaches to digital contraception.
引用
收藏
页数:18
相关论文
共 88 条
[1]   Thematic Analysis on User Reviews for Depression and Anxiety Chatbot Apps: Machine Learning Approach [J].
Ahmed, Arfan ;
Aziz, Sarah ;
Khalifa, Mohamed ;
Shah, Uzair ;
Hassan, Asma ;
Abd-Alrazaq, Alaa ;
Househ, Mowafa .
JMIR FORMATIVE RESEARCH, 2022, 6 (03)
[2]   Motivations and Experiences of People Seeking Medication Abortion Online in the United States [J].
Aiken, Abigail R. A. ;
Broussard, Kathleen ;
Johnson, Dana M. ;
Padron, Elisa .
PERSPECTIVES ON SEXUAL AND REPRODUCTIVE HEALTH, 2018, 50 (04) :157-163
[3]   Knowing (with) the body: Sensory knowing in contraceptive self-tracking [J].
Algera, Ellen .
SOCIOLOGY OF HEALTH & ILLNESS, 2023, 45 (02) :242-258
[4]   Woman-Centered Design through Humanity, Activism, and Inclusion [J].
Almeida, Teresa ;
Balaam, Madeline ;
Comber, Rob .
ACM TRANSACTIONS ON COMPUTER-HUMAN INTERACTION, 2020, 27 (04)
[5]   HCI and Intimate Care as an Agenda for Change in Women's Health [J].
Almeida, Teresa ;
Comber, Rob ;
Balaam, Madeline .
34TH ANNUAL CHI CONFERENCE ON HUMAN FACTORS IN COMPUTING SYSTEMS, CHI 2016, 2016, :2599-2611
[6]   Women's Contraceptive Perceptions, Beliefs, and Attitudes: An Integrative Review of Qualitative Research [J].
Alspaugh, Amy ;
Barroso, Julie ;
Reibel, Melody ;
Phillips, Shannon .
JOURNAL OF MIDWIFERY & WOMENS HEALTH, 2020, 65 (01) :64-84
[7]  
[Anonymous], Ratings and review on the Play Store
[8]  
[Anonymous], 2023, Natural Cycles
[9]  
[Anonymous], Google Play terms of service
[10]  
[Anonymous], De Novo classification request for natural cycles