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Here is a proof using Mapping class group.
You can costruct homology sphere from elements of Torelli groups. Basically consider a Heegard splitting of $S^3$ and then reglue those solid handle bodies with precomposing by an element of Torelli group. And since elelemt of Torelli group doesn't affe...