Is it possible, by observing for very long periods of time, to determine radial velocities of stars with measurable parallax using

Is it possible, by observing for very long periods of time, to determine radial velocities of stars with measurable parallax using a purely geometric method?

Yes, by observing a systematic change in their parallaxes.

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