Truth is, if you live south or east of 287, ice storms verify.
There is no topography to hold the surface cold and, in NYC , too much cement if its marginally cold. 1994 comes to mind. The prolonged sleet storm Valentines 2007 also comes to mind. It is rare.
NYC metro is likely looking at a cold rain with some icing N and W.