The idea doesn't work assuming that the preamplifier is designed for maximization of signal to noise ratio (SNR). The total SNR at the output doesn't improve.
Let's assume that the noise of the amplifier does not depend of the source impedance (this is not completely true, but this can be discussed later and does not alter the conclusion). Then, SNR is maximized when the amplifier receives the maximum available power from the source, i.e. when the impedances are matched.
Now, we put two such amplifiers in parallel. The power of the source must be split between them, so the SNR at the output of each amplifier is half of the SNR obtained in the case of a single amplifier.
When the outputs are added, the signal components add together coherently and the noises add together incoherently because the noise contributions are independent, as it was already pointed out. As a result, the SNR after the addition is doubled with respect to the SNR encountered at each aplifier, and we have the same SNR as in the case of the single amplifier.
If the impedance of the amplifier is much higher than the impedance of the source, connecting two amplifiers in parallel makes unnecessary to split the available power of the source in two parts. The result improves in this case because the original amplifier was far to be matched, and connecting two of them in parallel is simply a way to make an amplifier with half the input impedance, i.e., best matched to the source.
I hope it is clear.
Regards
Z