The weather genre online spans a wide range of sources. Experts say that while weather influencers can help fill an information gap, social media platforms tend to prioritize likes over accuracy.

On Wednesday, when cellphone weather apps began warning their users that a sprawling storm system could drop a foot or more of snow on New York City this weekend, a murmur of anticipation — or angst, ...