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Baldur's Gate 3 has won Steam's 2023 GOTY Award
(store.steampowered.com)
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I don't know but it would be very like Valve to put zero effort into ensuring it's not manipulated.
That said, most large polls trend much more mainstream than people expect.
Starfield may have been a bold new frontier in mediocrity but it nevertheless had about 2 million more chances to be someomes favorite game compared to some indie title.