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It is probably off. That would be one of the only things that would cause deaths like that. Here is a link that should help, I suggest calibrating them. https://www.backyardchickens.com/articles/testing-calibrating-incubator-thermometers-and-hygrometers.73634/

Are they actually calibrated though?

Is your thermometer calibrated? The cooler shipping temps shouldn't affect anything