Experiences of Women With Medical Abortion Care Reflected in Social Media (VEILLE Study): Noninterventional Retrospective Exploratory Infodemiology Study

被引:1
|
作者
Gouy, Giulia [1 ]
Attali, Luisa [2 ]
Voillot, Pamela [3 ]
Fournet, Patrick [4 ]
Agostini, Aubert [5 ]
机构
[1] Hop Croix Rousse, Serv Gynecol Obstet, 103 Gd Rue Croix-Rousse, F-69004 Lyon, France
[2] Hop Hautepierre, Ctr Hospitalier Univ Strasbourg, Pole Gynecol Obstet & Fertil, Strasbourg, France
[3] Kap Code, Paris, France
[4] Ctr St SoMeD, Rouen, France
[5] Hop Conception, Assistance Publ Hop Marseille, Serv Gynecol Obstet, Marseille, France
来源
JMIR INFODEMIOLOGY | 2024年 / 4卷 / 01期
关键词
infodemiology; medical abortion; patient experience; real-world evidence; social media; abortion; women's health; reproduction; reproductive; obstetric; obstetrics; gynecology; gynecological; text mining; topic model; topic modeling; natural language processing; NLP; EPIDEMIOLOGY;
D O I
10.2196/49335
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: Abortion (also known as termination of pregnancy) is an essential element of women's reproductive health care. Feedback from women who underwent medical termination of pregnancy about their experience is crucial to help practitioners identify women's needs and develop necessary tools to improve the abortion care process. However, the collection of this feedback is quite challenging. Social media offer anonymity for women who share their abortion experience. Objective: This exploratory infodemiology study aimed to analyze, through French social media posts, personal medical symptoms and the different experiences and information dynamics associated with the medical abortion process. Methods: A retrospective study was performed by analyzing posts geolocated in France and published from January 1, 2017, to November 30, 2021. Posts were extracted from all French -language general and specialized publicly available web forums using specific keywords. Extracted messages were cleaned and pseudonymized. Automatic natural language processing methods were used to identify posts from women having experienced medical abortion. Biterm topic modeling was used to identify the main discussion themes and the Medical Dictionary for Regulatory Activities was used to identify medical terms. Encountered difficulties were explored using qualitative research methods until the saturation of concepts was reached. Results: Analysis of 5398 identified posts (3409 users) led to the identification of 9 major topics: personal experience (n=2413 posts, 44.7%), community support (n=1058, 19.6%), pain and bleeding (n=797, 14.8%), psychological experience (n=760, 14.1%), questioned efficacy (n=410, 7.6%), social pressure (n=373, 6.9%), positive experiences (n=257, 4.8%), menstrual cycle disorders (n=107, 2%), and reported inefficacy (n=104, 1.9%). Pain, which was mentioned in 1627 (30.1%) of the 5398 posts by 1024 (30.0%) of the 3409 users, was the most frequently reported medical term. Pain was considered severe to unbearable in 24.5% of the cases (399 of the 1627 posts). Lack of information was the most frequently reported difficulty during and after the process. Conclusions: Our findings suggest that French women used social media to share their experiences, offer and find support, and provide and receive information regarding medical abortion. Infodemiology appears to be a useful tool to obtain women's feedback, therefore offering the opportunity to enhance care in women undergoing medical abortion.
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页数:12
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