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This work could not be done with out the current work of the following Sysmtems Biology principles:

Arpit Shukla, Paritosh Parmar, Dweipayan Goswami, Baldev Patel, Meenu Saraf, Characterization of novel thorium tolerant Ochrobactrum intermedium AM7 in consort with assessing its EPS-Thorium binding, Journal of Hazardous Materials, Volume 388, 2020, 122047, ISSN 0304-3894, https://doi.org/10.1016/j.jhazmat.2020.122047. (https://www.sciencedirect.com/science/article/pii/S0304389420300339)

Mouro, C.; Gomes, A.P.; Gouveia, I.C. Microbial Exopolysaccharides: Structure, Diversity, Applications, and Future Frontiers in Sustainable Functional Materials. Polysaccharides 2024, 5, 241-287. https://doi.org/10.3390/polysaccharides5030018

Suzuki, M. (2019). An inverse problem for a class of diagonal Hamiltonians. arXiv: Functional Analysis.

Denich, K., & Samoiloff, M. (1984). Estimation of mutation rates induced by large doses of gamma, proton and neutron irradiation of the X-chromosome of the nematode Panagrellus redivivus. Mutation research, 140 2-3, 103-6 . https://doi.org/10.1016/0165-7992(84)90051-4.

Kiefer, J., Kohlpoth, M., & Kuntze, M. (2002). Mutation induction by continuous low dose rate gamma irradiation in human cells. 1236, 255-263. https://doi.org/10.1016/S0531-5131(01)00747-6.

Ogura, K., Magae, J., Kawakami, Y., & Koana, T. (2009). Reduction in Mutation Frequency by Very Low-Dose Gamma Irradiation of Drosophila melanogaster Germ Cells. 171, 1 - 8. https://doi.org/10.1667/RR1288.1.

Pokhilko, P., & Krylov, A. (2020). Effective Hamiltonians derived from equation-of-motion coupled-cluster wave functions: Theory and application to the Hubbard and Heisenberg Hamiltonians.. The Journal of chemical physics. https://doi.org/10.1063/1.5143318.

This article is the definitive citation for Biofilm.jl.

Owkes-Biofilm-2023, Biofilm.jl: a fast solver for one-dimensional biofilm chemistry and ecology, Owkes, Mark and Coblentz, Kai and Eriksson, Austen and Kammerzell, Takumi and Stewart, Philip S}, journal={Computer Physics Communications}, volume={293}, number={}, pages={108890}, year={2023}, publisher={Elsevier}, doi={https://doi.org/10.1016/j.cpc.2023.108890}, url={https://www.sciencedirect.com/science/article/abs/pii/S0010465523002357}