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Sensemaking About Contraceptive Methods Across Online Platforms

arXiv 2301.09295 ↗First posted 23 Jan 2023cs.CLcited by 0

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Abstract (arXiv)

Selecting a birth control method is a complex healthcare decision. While birth control methods provide important benefits, they can also cause unpredictable side effects and be stigmatized, leading many people to seek additional information online, where they can find reviews, advice, hypotheses, and experiences of other birth control users. However, the relationships between their healthcare concerns, sensemaking activities, and online settings are not well understood. We gather texts about birth control shared on Twitter, Reddit, and WebMD -- platforms with different affordances, moderation, and audiences -- to study where and how birth control is discussed online. Using a combination of topic modeling and hand annotation, we identify and characterize the dominant sensemaking practices across these platforms, and we create lexicons to draw comparisons across birth control methods and side effects. We use these to measure variations from survey reports of side effect experiences and method usage. Our findings characterize how online platforms are used to make sense of difficult healthcare choices and highlight unmet needs of birth control users.

Key facts. No citing papers in the map yet (data through 7 Oct 2026). Builds on 4 of its 94 references that are in the map. First posted on arXiv 23 Jan 2023.

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4 of 94 references.

References · 4

  1. 2021Is Automated Topic Model Evaluation Broken?: The Incoherence of Coherencecited by 74
  2. 2020Quantifying Intimacy in Languagecited by 25
  3. 2022This Sample seems to be good enough! Assessing Coverage and Temporal Reliability of Twitter's Academic APIcited by 5
  4. 2020Quantifying Community Characteristics of Maternal Mortality Using Social Mediacited by 2

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