We utilize a modified astrochemistry code which includes cosmic ray attenuation in-situ to quantify the impact of different cosmic-ray models on the CO-to-H and CI-to-H conversion factors, and $X_{\rm CI}$, respectively. We consider the impact of cosmic rays accelerated by accretion shocks, and show that clouds with star formation efficiencies greater than 2% have cm(K km s), consistent with Milky Way observations. We find that changing the cosmic ray ionization rate from external sources from the canonical $\zeta \approx 10^{-17}\zeta \approx 10^{-16}^{-1}$, which better represents observations in diffuse gas, reduces by 0.2 dex for clusters with surface densities below 3 g cm. We show that embedded sources regulate and decrease its variance across a wide range of surface densities and star formation efficiencies. Our models reproduce the trends of a decreased in extreme cosmic ray environments. has been proposed as an alternative to due to its brightness at high redshifts. The inclusion of internal cosmic ray sources leads to 1.2 dex dispersion in $X_{\rm CI}2\times10^{20} < X_{\rm CI} < 4\times10^{21}^{-2}$ (K km s). We show that is highly sensitive to the underlying cosmic ray model.

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