Babies are beautiful. I always want to smile at them in the street, perhaps because they are a rarer and more precious sight in this ageing country or because they remind me of my grandchildren. There are about 3.5 million children aged four and under, while dogs on the streets are a more plentiful 13.5 million. Is the dog boom compensating for fewer children? As time goes by, there are going to be ever more grandparents and ever fewer children to beam at foolishly.
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This is also where the ethical concerns hit hardest, though. Facial recognition and microexpression analysis have drawn serious scrutiny for potential bias against certain demographics. Researchers have raised legitimate questions about whether AI can reliably read facial cues across different cultural backgrounds, skin tones, and physical conditions. HireVue actually stopped analyzing facial expressions back in 2021 after sustained pushback, but the broader landscape of video analysis tools still varies wildly in how they handle these signals. If you're looking at a video analysis platform, it's worth looking at what measurements have been validated across diverse populations.
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