Abortion is a highly polarized issue in the US, resulting in a large number of pro- and anti-abortion memes on social media platforms. Identifying broad meme themes is crucial for developing a targeted and strategic counter response to rampant polarization regarding this contentious medical procedure. We address the indicated issue through the following contributions: 1) Creation of an annotated dataset of pro- (n=230) and anti-abortion (n=187) memes; 2) Identification of broad themes within the pro- and anti-abortion categories. Results demonstrated that both pro- and anti-abortion memes characterize the opposing side as being disingenuous and inconsistent, likely contributing to increased polarization. Stakeholders including healthcare providers and lawmakers may utilize our findings to develop targeted strategies to mitigate polarization.

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