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It's now possible to do that with, at least, the ROS2 Foxy version.
--ros-args -p scenario_id:="check_scenario"
I also think the format for specifying multiple parameters via YAML has also changed.
Instead of __params:=params.yaml
you know need to do --ros-args --params-file params.yaml
See the "Summary" section of this document: https://design.ros2.org/articles/ros_command_line_arguments.html