Support and Relationship Patterns in Endometriosis Narratives

paper, specified "long paper"
Authorship
  1. 1. Federica Bologna

    Cornell University

  2. 2. Rosamond Thalken

    Cornell University

  3. 3. David Mimno

    Cornell University

  4. 4. Matthew Wilkens

    Cornell University

Work text
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Introduction
In online support communities, people with endometriosis share experiences of navigating interpersonal relationships while living with a chronic illness. These stories suggest patterns in illness narratives that are unique to relationships with doctors, friends, and family and the kind of support patients receive. Scholarship and literature in the medical humanities have emphasized the importance of understanding relationships in the experience of pain. Therefore, we study the framing of relationships in online endometriosis medical narratives, by designing a classifier to identify the connections between characters, subject matter, and intent in patients’ stories. Resulting predictions suggest narrative arcs in the interpersonal endometriosis experience, both in and across posts, as well as societal changes in the awareness of endometriosis. We hope our methodology will be implemented in future research on illness narratives and contribute to the advancement of medical humanities.

Related Literature
Language is the main tool available to the sick to make their pain visible to others, receive care, as well as spark collective action (Scarry, 1987). Studying illness narratives is thus essential to improve medical care, especially for marginalized communities whose experiences of pain may not be adequately acknowledged. Contemporary medical knowledge and practices are tied to the disenfranchisement of certain peoples, as they are informed with Enlightment androcentric and heteronormative notions (Lupton, 2012; Ussher, 2003; Laqueur, 2003).
Women’s health, and endometriosis specifically, are complex subjects to consider in the study of illness narratives. Female pain is often dismissed, as the female body’s distinctive qualities are considered deviations, and hysteria discourse continues to characterize contemporary medical literature (Young et al., 2019). When treating genital conditions, women’s ability to fulfill their reproductive duties is given priority over their need for relief or pleasure (Farrell and Cacchioni, 2012; Scully and Bart, 1973; Ussher, 2003; Lupton, 2012). Consequently, women who suffer from sexual pain are faced with disbelief from their physicians, who perceive them as “difficult” for not accepting the medical system’s failure at treating them (Feldhaus-Dahir, 2011; Jones, 2015).
In addition, relationships hold a special role in how the marginalized experience illness. Female lung-cancer patients are faced with pity, fear, or judgment by friends and family, who either give the patient up for dead, worry about being contaminated, or blame them for their condition (Sontag, 1978; Tomalia, 2014). The fear of contagion is a recurring element of AIDS narratives as well. Here, however, managing the disease and spreading awareness becomes a collective effort in which friends and partners take action. Indeed, many AIDS stories are recounted by people close to the patient (Wojnarowicz, 1991; Guibert et al., 2020). Lastly, for some patients, relationships are their only chance to be heard and to receive proper care, and thus have the power to free or imprison them (Keller, 2010; Gilman, 2018)

Data
Online endometriosis support communities exist on many platforms and in many forms. We focus on Reddit because it has two thriving endometriosis support communities, the subreddits r/Endo and r/endometriosis. Posts from r/Endo span from January 23rd 2012 to September 30th 2021, and r/endometriosis from November 23rd 2014 to September 30th 2021.

r/Endo
r/endometriosis

Total number of posts
20,479
10,793

Median number of tokens per post
135
132

Unique authors
9,074
6,475

We merge the data from r/endometriosis and r/Endo based on substantial similarities in post content and comparable statistics of the subreddits (table 1).

Supervised Classification
To study the framing of common roles in endometriosis narratives, we design a supervised classification task to identify character tropes, and the post’s expressed intent. Character tropes are a set of likely relationship types that often occur in an endometriosis narrative, including family, partner, doctor, and endometriosis support community.
We then look at the different roles a person tends to assume in online health communities, like seeking or providing support (Yang et al., 2019). We use McDowell and Antoniak’s (2020) labels for intent, including providing emotional support, seeking emotional support, providing informational support, seeking informational support, providing experiences, seeking experiences, plus an additional label, venting. This intent category turns the focus onto the post’s author, to find the role they assume as a member of the community. After labeling posts from the combined r/Endo and r/endometriosis datasets, we train and test a series of binary DistilBERT classification models for both labels.
To explore themes in endometriosis illness narratives, we perform topic modeling at the level of the paragraph. After experimenting with LDA parameters and manually validating several different runnings of the algorithm, we find that the most suited model for our purposes is obtained when setting the number of topics to 25 and removing the 10 most frequent words in the collection. Among the identified topics, a few are dedicated to expressing empathy and gratitude confirming the importance of the patients’ relationship to the community for their well-being.
By comparing topic model distributions with predictions about character tropes and expressed intent, we identify how community members narrativize their personal relationships by considering patterns in predicted labels. Changes in the framing of these relationships demonstrate changes in individual and societal experiences of living with endometriosis. We hope that our relationship models can be used in future humanities research on support communities and illness narratives.

Conclusion
By studying the framing of relationships in endometriosis support communities, we draw attention to the myriad ways endometriosis patients find support through their doctors, partners and family, and online community. We consider how such support might also be lacking, resulting in the patient relying on another relationship for emotional, experiential, and informational support. Highlighting stories about relationships in the endometriosis support community demonstrates the significance of shared experience and community when living with chronic illness.

Bibliography

Farrell, J. and Cacchioni, T. (2012). The Medicalization of Women’s Sexual Pain.
Journal of Sex Research,
49(4): 328–36 doi:10.1080/00224499.2012.688227.

Feldhaus-Dahir, M. (2011). The causes and prevalence of vestibulodynia: a vulvar pain disorder.
Urologic Nursing,
31(1): 51–54.

Gilman, C. P. (2018).
The Yellow Wallpaper.

Guibert, H., Durbin, A., White, E. and Coverdale, L. (2020).
To the Friend Who Did Not Save My Life. South Pasadena, CA: Semiotext(e).

Jones, C. E. (2015). Wandering Wombs and ‘Female Troubles’: The Hysterical Origins, Symptoms, and Treatments of Endometriosis.
Women’s Studies,
44(8): 1083–113 doi:10.1080/00497878.2015.1078212.

Keller, H. (2010).
The Story of My Life. New York: Signet Classics.

Laqueur, T. (2003).
Making Sex: Body and Gender from the Greeks to Freud. 10. print. Cambridge, Mass.: Harvard University Press.

Lupton, D. (2012).
Medicine as Culture: Illness, Disease and the Body. 1 Oliver’s Yard,  55 City Road,  London    EC1Y 1SP  United Kingdom: SAGE Publications Ltd doi:10.4135/9781446254530. http://sk.sagepub.com/books/medicine-as-culture-3e (accessed 1 December 2021).

McDowell, L. and Antoniak, M. (2020). Symptoms, Scares, and Misclassifications: Information Sharing Behavior Across Online Birth Control Communities. Paper presented at the Black in AI: Workshop at NeurIP, Virtual.

Scarry, E. (1987).
The Body in Pain: The Making and Unmaking of the World. New York: Oxford university press.

Scully, D. and Bart, P. (1973). A funny thing happened on the way to the orifice: women in gynecology textbooks.
The American Journal of Sociology,
78(4): 1045–50.

Sontag, S. (1978).
Illness as Metaphor. New York: Farrar, Straus and Giroux.

Tomalia, T. (2014). The ‘Why Me’ of Cancer
A Lil Lytnin’ Strikes Lung Cancer https://lil-lytnin.blogspot.com/2014/12/the-why-me-of-cancer.html.

Ussher, J. M. (2003). I. Biology as Destiny: The Legacy of Victorian Gynaecology in the 21st Century.
Feminism & Psychology,
13(1): 17–22 doi:10.1177/0959353503013001003.

Wojnarowicz, D. (1991).
Close to the Knives: A Memoir of Disintegration. New York: Vintage Books.

Yang, D., Kraut, R. E., Smith, T., Mayfield, E. and Jurafsky, D. (2019). Seekers, Providers, Welcomers, and Storytellers: Modeling Social Roles in Online Health Communities.
Proceedings of the 2019 CHI Conference on Human Factors in Computing Systems. Glasgow Scotland Uk: ACM, pp. 1–14 doi:10.1145/3290605.3300574. https://dl.acm.org/doi/10.1145/3290605.3300574 (accessed 18 October 2021).

Young, K., Fisher, J. and Kirkman, M. (2019). ‘Do mad people get endo or does endo make you mad?’: Clinicians’ discursive constructions of Medicine and women with endometriosis.
Feminism & Psychology,
29(3): 337–56 doi:10.1177/0959353518815704.

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Conference Info

In review

ADHO - 2022
"Responding to Asian Diversity"

Tokyo, Japan

July 25, 2022 - July 29, 2022

361 works by 945 authors indexed

Held in Tokyo and remote (hybrid) on account of COVID-19

Conference website: https://dh2022.adho.org/

Contributors: Scott B. Weingart, James Cummings

Series: ADHO (16)

Organizers: ADHO