Being consistent in telling children not to scream in class, would effectively work in the long run. The other students would eventually tell the ones who scream, "Miss say No Screaming". But, time outs may work or removal of priviledges. Inside voices do not scream-that's one of my classroom rules.
It can be very disruptive and distracting. We use a calm down spot in my class where we have a comfy corner, stuff toys, feelings poster and a journal where they can draw how they feel. You should give students the pre-correction about using inside voices in the classroom, and telling the/ to go to calm down spot when they feel angry/upset/mad. Teachers can also send students to calm down too in that spot. This will take some time for students to get accustomed to so you have to reinforce it everyday. If it gets too loud you can also have an outside calm down area.