The top 10 neighbors for Lauren Duca span journalists, websites, activists, and authors — with scores compressed into a narrow band from 0.99 to 0.99, a flat distribution where no single neighbor pulls decisively ahead.

The shape is flat, meaning the audience doesn't concentrate around one anchor but spreads evenly across a recognizable cluster. Longreads leads at 0.99, followed immediately by Rebecca Traister (0.99) and Nieman Lab (0.99). Gloria Steinem (0.99, Activists) and Michael Barbaro (0.99, Journalists) sit at the same level. Tallying the subcategories across all 10: five are Journalists (Rebecca Traister, Michael Barbaro, Taylor Lorenz, Emily Nussbaum, Jay Rosen), two are Websites (Longreads, Nieman Lab), one is an Activist (Gloria Steinem), one is an Author (Jessica Valenti), and one is a Magazine (CJR). The center entity is itself a Journalist, so the top 10 is majority same-kind — but the presence of media-criticism outlets (Nieman Lab, CJR), a long-form reading platform (Longreads), and an activist alongside working journalists suggests the audience is oriented around media literacy and feminist public discourse as much as any single byline.

The flat, same-kind shape indicates an audience that moves coherently through a specific stratum of journalism and media commentary, with no outlier pulling it toward an unrelated domain.