: A report by the Human Rights Campaign highlighted the deaths of at least 34 transgender or gender-nonconforming individuals in the U.S. within a single year.

The most prominent usage of this framing occurs in the debate over transgender participation in sports. Critics often characterize transgender women as "failed" male athletes who transition to gain a competitive edge.

: Research presented by the Williams Institute focuses on understanding and preventing hate crimes and violence against transgender people specifically in California.

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