nPoincaré was a physicist interested in the mathematical equations which describe the motion of planets around the sun.
nThat these mathematical orbit equations are deterministic means, of course, that by knowing the initial conditions---in this case, the positions and velocities of the planets at a given starting time---you find out the positions and speeds of the planets at any time in the future or past.