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In The Handbook of Social Psychology , Daniel Todd Gilbert, Susan T Fiske, and Gardner Lindzey (Eds.), Vol. 1 . Oxford University Press . J Crocker, B Major, and C Steele. 1998. Social stigma. In The Handbook of Social Psychology, Daniel Todd Gilbert, Susan T Fiske, and Gardner Lindzey (Eds.), Vol. 1. Oxford University Press."},{"key":"e_1_3_2_1_48_1","unstructured":"Natasha Culzac. 2014. Egypt's police ?using social media and apps like Grindr to trap gay people'. https:\/\/www.independent.co.uk\/news\/world\/africa\/egypt-s-police-using-social-media-and-apps-grindr-trap-gay-people-9738515.html. Natasha Culzac. 2014. 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Is your classifier actually biased? Measuring fairness under uncertainty with Bernstein bounds. arXiv preprint arXiv:2004.12332 ( 2020 ), 1--6. Kawin Ethayarajh. 2020. Is your classifier actually biased? Measuring fairness under uncertainty with Bernstein bounds. arXiv preprint arXiv:2004.12332 (2020), 1--6."},{"key":"e_1_3_2_1_56_1","unstructured":"European Commission. n.d.. What personal data is considered sensitive? https:\/\/ec.europa.eu\/info\/law\/law-topic\/data-protection\/reform\/rules-business-and-organisations\/legal-grounds-processing-data\/sensitive-data\/what-personal-data-considered-sensitive_en. Accessed: 2020--10-07. European Commission. n.d.. What personal data is considered sensitive? https:\/\/ec.europa.eu\/info\/law\/law-topic\/data-protection\/reform\/rules-business-and-organisations\/legal-grounds-processing-data\/sensitive-data\/what-personal-data-considered-sensitive_en. 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Lesbians Who Tech. https:\/\/lesbianswhotech.org\/. Accessed: 2020--10-07. Lesbians Who Tech. n.d.. Lesbians Who Tech. https:\/\/lesbianswhotech.org\/. Accessed: 2020--10-07."},{"key":"e_1_3_2_1_99_1","volume-title":"n.d","author":"LGBT Technology Institute","year":"2020","unstructured":"LGBT Technology Institute . n.d .. LGBT Technology Institute . https:\/\/www.lgbttech.org\/. Accessed: 2020 --10-07. LGBT Technology Institute. n.d.. LGBT Technology Institute. https:\/\/www.lgbttech.org\/. Accessed: 2020--10-07."},{"key":"e_1_3_2_1_101_1","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-21902-4_25"},{"key":"e_1_3_2_1_102_1","first-page":"159","article-title":"Social class and classism: Understanding the psychological impact of poverty and inequality","volume":"4","author":"Liu William M","year":"2008","unstructured":"William M Liu and Saba R Ali . 2008 . Social class and classism: Understanding the psychological impact of poverty and inequality . 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Participatory problem formulation for fairer machine learning through community based system dynamics. arXiv preprint arXiv:2005.07572 (2020), 1--6."},{"key":"e_1_3_2_1_108_1","doi-asserted-by":"publisher","DOI":"10.2105\/AJPH.91.11.1869"},{"key":"e_1_3_2_1_109_1","unstructured":"Joseph McCormick. 2015. WARNING: These Grindr profiles are actually robots trying to steal your info. https:\/\/www.pinknews.co.uk\/2015\/08\/11\/warning-these-grindr-profiles-are-actually-robots-trying-to-steal-your-info\/. Accessed: 2020-09--10. Joseph McCormick. 2015. WARNING: These Grindr profiles are actually robots trying to steal your info. https:\/\/www.pinknews.co.uk\/2015\/08\/11\/warning-these-grindr-profiles-are-actually-robots-trying-to-steal-your-info\/. 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Accessed: 2020--10-07."},{"key":"e_1_3_2_1_123_1","doi-asserted-by":"publisher","DOI":"10.1007\/s11199-013-0283-2"},{"key":"e_1_3_2_1_124_1","volume-title":"Reducing gender bias in abusive language detection. arXiv preprint arXiv:1808.07231","author":"Park Ji Ho","year":"2018","unstructured":"Ji Ho Park , Jamin Shin , and Pascale Fung . 2018. Reducing gender bias in abusive language detection. arXiv preprint arXiv:1808.07231 ( 2018 ), 1--6. Ji Ho Park, Jamin Shin, and Pascale Fung. 2018. Reducing gender bias in abusive language detection. arXiv preprint arXiv:1808.07231 (2018), 1--6."},{"key":"e_1_3_2_1_126_1","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-020-0157-6"},{"key":"e_1_3_2_1_127_1","doi-asserted-by":"publisher","DOI":"10.1038\/s42256-020-0197-y"},{"key":"e_1_3_2_1_128_1","doi-asserted-by":"publisher","DOI":"10.1037\/ort0000306"},{"key":"e_1_3_2_1_129_1","doi-asserted-by":"publisher","DOI":"10.1109\/ICCV.2019.00009"},{"key":"e_1_3_2_1_130_1","doi-asserted-by":"crossref","unstructured":"Jan A Roth Gorjan Radevski Catia Marzolini Andri Rauch Huldrych F G\u00fcnthard Roger D Kouyos Christoph A Fux Alexandra U Scherrer Alexandra Calmy Matthias Cavassini etal 2020. Cohort-derived machine learning models for individual prediction of chronic kidney disease in people living with Human Immunodeficiency Virus: A prospective multicenter cohort study. The Journal of Infectious Diseases (2020). 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