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Based on recent guidelines developed by the ALBA Gender & Sexual Diversity Working Group for collecting and reporting sex and gender data, this article in PLoS Computational Biology offers concrete, practical recommendations to make data collection, analysis, and dissemination more inclusive of queer individuals - whether working with human participants, animal models, or gathering diversity data for conferences and surveys.