While the findings have clear limits when it comes to gender and sexuality – people of color were not included in the study, and there was no consideration of transgender or bisexual people – the implications for artificial intelligence (AI) are vast and alarming. The machine’s lower success rate for women also could support the notion that female sexual orientation is more fluid. The paper suggested that the findings provide “strong support” for the theory that sexual orientation stems from exposure to certain hormones before birth, meaning people are born gay and being queer is not a choice. Broadly, that means “faces contain much more information about sexual orientation than can be perceived and interpreted by the human brain”, the authors wrote.
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When the software reviewed five images per person, it was even more successful – 91% of the time with men and 83% with women. Human judges performed much worse than the algorithm, accurately identifying orientation only 61% of the time for men and 54% for women. The data also identified certain trends, including that gay men had narrower jaws, longer noses and larger foreheads than straight men, and that gay women had larger jaws and smaller foreheads compared to straight women. The research found that gay men and women tended to have “gender-atypical” features, expressions and “grooming styles”, essentially meaning gay men appeared more feminine and vice versa. The researchers, Michal Kosinski and Yilun Wang, extracted features from the images using “deep neural networks”, meaning a sophisticated mathematical system that learns to analyze visuals based on a large dataset.
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Demographic information is being collected for research purposes only and will be kept strictly confidential.The machine intelligence tested in the research, which was published in the Journal of Personality and Social Psychology and first reported in the Economist, was based on a sample of more than 35,000 facial images that men and women publicly posted on a US dating website.
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The test is also available in Simplified Chinese, Traditional Chinese, Arabic, Italian, Malay, French, Spanish, German, Hungarian, Dutch, Korean, and Japanese.īefore we get to the test itself, we'll ask you a few basic questions about yourself. If you are conducting research and would like to collect raw data for a group that is taking this test - for a business, research study, classroom activity, or other purpose - please see our Group Testing Instructions.
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This test will show you where you are on the Sexual Orientation Continuum, and it will also calculate your Sexual Orientation Range, an estimate of how much flexibility you have in expressing your sexual orientation. Robert Epstein, one of America's most distinguished research psychologists (follow on Twitter at The test has been empirically validated with a sample of more than 600,000 people in 219 countries and territories.Īlthough many people believe that everyone is either "straight" (heterosexual) or "gay" (homosexual), sexual orientation actually exists on a continuum. You are about to take the Epstein Sexual Orientation Inventory (ESOI), a test of sexual orientation designed by Dr.