ので vs から
The concept of "Cause" and "Effect"
Cause refers to the reason something happens, while effect is the result or outcome of that cause. They are two sides of a cause-and-effect relationship:
Example: "It rained." (The cause)
Example: "The game was canceled." (The effect)

Nuance of ので
While ので grammatically marks the cause, it’s used in sentences where the effect (outcome) is closely tied to the cause and feels implied or obvious. This is why it might feel like ので emphasizes the effect, even though it formally falls under the "cause" category.
Examples to Compare:
寒い"
In this case,
"
Still the same cause and effect, but