Does chicken and turkey have to be slaughtered a specific way for it to be halal? Or is that just for animals like lamb, cows, etc

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Yes it needs to be slaughtered with the proper conditions to make it halal.

See: https://imam-us.org/wp-content/uploads/2019/03/Islamic-Rulings-of-Food-and-Drink-Published-by-IMAM.pdf