I got Sugoi Lucky capris/knickers for this type of weather and they have served me well in my recent rides - upper 40s to start and mid to upper 50s by the time I'm finished. No cold knees but they don't get hot either. I've been topping that with a long-sleeve midweight zip-up and thin fleece vest which has worked great because both can be unzipped when I get warm.