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Given that I use Fedora, that in turn use SELinux, there was a change of security context to do on the host file under the host dir, before running for the first time the container with the mount

chcon -Rt svirt_sandbox_file_t ~/host/dir

Then, the following script, run as root, do the job

#!/bin/bash

docker run \
    -p8888:8888 \
    --name sagemath \
    -v ~/host/dir:/home/sage/sage/build \
    sagemath/sagemath:latest sage-jupyter
docker stop sagemath
docker rm sagemath

Only the first time it is run, it download the sagemath Docker image file.
You have to exit from within Jupyter with Shutdown.