REVIEW 2 major objections 3 minor 75 references
Chemical evolution of an evaporating lava pool
T0 review · 2 major / 3 minor · reviewed 2026-08-12 · deepseek-v4-flash
Pith's one-line read A lava pool losing mass to space or its nightside while being refilled from the mantle evolves to a steady state in which the escaping atmosphere matches the incoming melt; dust tails then trace rocky interiors.
desk verdict A clean steady-state model of lava pool evolution, but the paper's own true polar wander caveat undercuts the claim that catastrophic evaporators have reached the evolved state. read the letter →
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
The reading
What carries the argument
The engine is a mass-balance equation for each element in a constant-mass pool, $dN_i/dt = -a_i + b X_{i,m}$, where $a_i$ is evaporative loss and $b X_{i,m}$ is replenishment from the mantle. At the steady state, $a_i = b X_{i,m}$, so the material leaving the pool has the same composition as the material entering it. The full model evaluates the loss term with an equilibrium-chemistry code that computes the vapour composition and oxygen fugacity above a melt of a given composition, and it assumes coupled escape so that species are not further fractionated in the outflow. A simplified model with linear volatility and equal atomic masses reproduces the same attractor and supplies the intuitive timescale: the least-volatile species must be reprocessed enough times for the pool to become dominated by it, which takes roughly 10-100 pool masses.
What would settle it
A spectroscopic measurement of the dust tail of a known catastrophically evaporating planet that found a volatility-fractionated composition (for example, strong sodium or potassium enrichment rather than a mantle-like mix) would falsify the steady-state claim, as would evidence that nightside condensate returns to the dayside pool in amounts comparable to the day-to-nightside wind.
Extended reading notes
Core claim
The central claim is that fractional vaporisation does not keep imprinting volatility on the escaping gas forever. Because mass lost from the pool is balanced by mass melted in from the mantle, the system has a fixed point at which the evaporating atmosphere's composition equals the mantle melt's composition, while the pool's own composition is very different. The paper demonstrates this steady state in both a simplified linear model and a full equilibrium-chemistry model for three mantle compositions (Bulk Silicate Earth, oceanic crust, and a coreless iron-rich composition), showing convergence within about 10-100 pools worth of mass loss. It then quantifies how easily planets reach that state: catastrophically evaporating planets lose enough mass to be there, and day-to-nightside winds are so efficient that even higher-mass planets are likely to be evolved. A consequence is that the dust tails of catastrophically evaporating planets and the emission spectra of lava-planet atmospheres are best interpreted as reading the melt input from the mantle, not the volatile-ordered sequence of an unevolved pool.
Load-bearing premise
The argument assumes that material carried from the dayside pool to the nightside never returns to the pool on evolutionary timescales; if nightside condensate cycles back, the net mass loss driving pool evolution is smaller, and the claim that high-mass planets are evolved weakens.
Editorial extensions
If this is right
- Dust tails of catastrophically evaporating planets should trace the composition of the material melted into the lava pool from the mantle, rather than a volatility-fractionated sequence, because those planets are likely in the evolved steady state.
- A mass loss of only about 0.1% of a planet's total mass can remove 100 pool masses, so pool evolution to the steady state does not require the planet to be nearly destroyed.
- Day-to-nightside winds can move far more material than escape to space, so evolved lava-pool atmospheres may be common on planets of at least one Earth mass, not just on low-mass catastrophically evaporating planets.
- Evolved atmospheres are predicted to be low-pressure, meaning non-detections of atmospheres on hot rocky exoplanets do not by themselves imply the absence of an atmosphere.
- If the melt entering the pool is enriched in incompatible elements (crust-like), the steady-state atmosphere and dust composition shift toward more aluminium, sodium and iron, giving an observational handle on partial-melting processes.
Reading between the lines
- The steady state acts as an attractor that erases the initial surface composition of a lava planet, so any observation of an evolved lava planet reads the melt input from depth, not the original crust; this makes lava planets complementary to white dwarf pollution studies for probing rocky interiors.
- Survey strategy for hot rocky exoplanets should anticipate weak or absent silicate emission features on evolved planets and prioritise the species that survive at low pressure, such as SiO and SiO2, rather than assuming a thick, volatile-rich atmosphere.
- Because the paper's estimates allow multiple planet masses to accumulate on the nightside, a fully three-dimensional model including nightside condensation and return flow is a natural next step; if such flow is substantial, the high-mass-planet conclusion would need revision.
- A direct observational test is to measure the dust-tail composition of a catastrophically evaporating planet, especially the Al2O3 (corundum) fraction, which would distinguish iron enrichment from core formation, from deep-mantle stratification, and from fractional melting.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. This paper presents a simplified model of the chemical evolution of a lava pool on a hot rocky exoplanet, in which the pool loses mass by evaporation to space or to the nightside and is simultaneously replenished by melting from the underlying mantle. Under the constant-pool-mass assumption, the model shows that after roughly 10-100 pool masses have been removed, the system converges to a steady state in which the composition of the escaping atmosphere equals that of the material melted into the pool from the mantle, while the melt itself becomes strongly dominated by refractory species. The authors then couple this to estimates of pool depth and mass-loss rates to argue that catastrophically evaporating planets (M < 0.1 Earth masses, T_ss = 2000-2300 K) are likely to be in this evolved state, implying that their observed dust tails directly trace mantle composition. They further argue that day-to-nightside winds can transport enough material to make even multi-Earth-mass planets evolve to the same state. The paper concludes with implications for emission spectroscopy and non-detections.
Significance. The central steady-state result is cleanly formulated and the numerical convergence is demonstrated with a controlled step-size study (Appendix B). The model uses no fitted parameters; the only free inputs are the thermodynamic code's step size and the pool-depth factor. If the application to real planets were fully established, the paper would provide a direct link between observed dust-tail compositions and rocky exoplanet interiors, which is a genuinely valuable observational diagnostic. The timescale argument that only a small fraction of the planet's mass needs to be lost (Figure 10) is also compelling. However, the observational application rests on two assumptions that the manuscript itself flags as unmodeled: the absence of a return flow path in the day-to-nightside transport, and the possibility of true polar wander intermittently resetting the pool composition. These are not mathematical defects in the steady-state derivation but they currently leave the main application claim unsupported in exactly the parameter regime of interest.
major comments (2)
- [Section 5.2-5.3] The claim that all catastrophically evaporating planets sit in an evolved regime is not reconciled with the statement in Section 5.3 that, for low-mass or high-temperature planets, true polar wander (Kang et al. 2023) will periodically reset the pool evolution. Catastrophically evaporating planets are defined in Section 5.2 as having masses < 0.1 Earth masses and substellar temperatures 2000-2300 K, which is precisely the low-mass, high-temperature regime where true polar wander is expected. If the true-polar-wander reset timescale is shorter than the time needed to remove 10-100 pool masses, the pool returns to a fresh volatile-rich composition before reaching the steady state shown in Figure 6, and the outflow composition is set by volatility rather than by the mantle input. The paper does not compare these timescales, so the abstract's statement that dust tails likely trace mantle composition is not established for the targets of interest. The authors should either bound the reset timescale or explicitly restrict the evolved-state conclusion to the parameter space in which reset is slow.
- [Section 5.3, Eq. (22)] The day-to-nightside mass transport estimate in Eq. (22) treats the transported material as a permanent loss from the pool, with no return flow. Figures 11 and 12 indicate that, at the high temperatures considered, the cumulative transported mass can exceed several planet masses, and the text acknowledges that 'mass must somehow circulate back through the planet' before deferring this to future work. If nightside material condenses and returns to the pool on a timescale shorter than the pool-evolution timescale, the net mass loss that drives evolution is far smaller than the quoted transport, weakening the conclusion that planets of a few Earth masses have highly evolved pools. Without a model or a quantitative bound for the return path, the high-mass extension of the main claim is not supported.
minor comments (3)
- [Section 2.1, Figure 2] The y-axis label '1 - escape factor' combined with the text's use of 'escape factor' is easy to misread; consider labeling the axis with '1 - x' or 'degree of fractionation'.
- [Section 3.2] The description of the pseudo-steady-state acceleration could benefit from a single explicit update equation showing how the step size is chosen when a species is pinned to its steady-state value.
- [Data availability] The statement that code will be shared 'on reasonable request' is weaker than current reproducibility standards; a versioned public repository would improve confidence in the numerical results.
Circularity Check
No material circularity: the steady-state composition match is a definitional consistency check, while the convergence, timescale, and evolved-state claims rest on independent numerical modeling.
full rationale
The central steady-state result is built on the mass-balance ODE (Eq. 3): at dNi/dt = 0 the evaporation loss term equals the mantle-replenishment term, so the escaping-vapour composition necessarily equals the input mantle composition. The paper itself states this is "because this must be the case to maintain a steady state" (Section 2.3), i.e., it is a consistency condition of the model, not a fitted prediction. The nontrivial content, that the system actually converges and does so within roughly 10-100 pool masses, is produced by numerical integration with thermodynamics from LavAtmos/MELTS and is not assumed. The subsequent claim that catastrophic evaporators are in the evolved state is an independent estimate combining pool-depth scalings (Kite et al. 2016) with mass-loss and interior models (Booth et al. 2023; Curry et al. 2024). The latter are self-citations, but they are used as physical tools, not as an authority that settles the target conclusion, and no parameters are fitted to the dust-tail compositions; the tail comparison (Campos Estrada et al. 2024) is external evidence. The acknowledged true-polar-wander reset in Section 5.3 is a real limitation that could weaken the evolved-state claim for low-mass, high-temperature planets, and it is flagged by the authors, but it is a physical-consistency concern, not circularity.
Assumptions & free parameters
free parameters (2)
- Numerical step-size and tolerance parameters =
xi=0.05, epsilon=2e-4, max absolute change 1e-5
- Pool depth factor =
delta_p = 10 delta_T (thermal boundary layer scaling)
assumptions (7)
- domain assumption Atmospheric loss is coupled, with no mass-dependent fractionation.
- domain assumption The lava pool has constant mass, so inflow from the mantle equals outflow through evaporation.
- domain assumption The molten pool is fully mixed, so its composition is spatially uniform.
- domain assumption Volatile species (C, N, S) are absent from the system.
- domain assumption The atmosphere is in chemical equilibrium with the lava, computed with LavAtmos/MELTS using the law of mass action.
- domain assumption Pool depth is 10 times the thermal boundary layer, with Tedge = 1673 K.
- domain assumption Material transported to the nightside does not return to the pool on evolutionary timescales.
Cite this review
Pith. "Pith review of Chemical evolution of an evaporating lava pool." pith.science (2026). https://pith.science/paper/6QYRD5NX
@misc{pith2026241113686,
author = {Pith},
title = {Pith review of: Chemical evolution of an evaporating lava pool},
year = {2026},
howpublished = {\url{https://pith.science/paper/6QYRD5NX}},
note = {Machine review of arXiv:2411.13686}
}
read the original abstract
Many known rocky exoplanets are so highly irradiated that their dayside surfaces are molten, and `silicate atmospheres', composed of rock-forming elements, are generated above these lava pools. The compositions of these `lava planet' atmospheres are of great interest because they must be linked to the composition of the underlying rocky interiors. It may be possible to investigate these atmospheres, either by detecting them directly via emission spectroscopy or by observing the dust tails which trail the low mass `catastrophically evaporating planets'. In this work, we develop a simple chemical model of the lava pool--atmosphere system under mass loss, to study its evolution. Mass loss can occur both into space and from the day to the nightside. We show that the system reaches a steady state, where the material in the escaping atmosphere has the same composition as that melted into the lava pool from the mantle. We show that the catastrophically evaporating planets are likely to be in this evolved state. This means that the composition of their dust tails is likely to be a direct trace of the composition of the mantle material that is melted into the lava pool. We further show that, due to the strength of day-to-nightside atmospheric transport, this evolved state may even apply to relatively high-mass planets (>1 Earth Mass). Moreover, the low pressure of evolved atmospheres implies that non-detections may not be due to the total lack of an atmosphere. Both conclusions are important for the interpretation of future observations.
Figures
Figures from the paper (8 more)
Reference graph
Works this paper leans on
-
[1]
Asimow P. D., Ghiorso M. S., 1998, @doi [American Mineralogist] 10.2138/am-1998-9-1022 , https://ui.adsabs.harvard.edu/abs/1998AmMin..83.1127A 83, 1127
-
[2]
Wiley International edition, Wiley, https://books.google.co.uk/books?id=94m7QgAACAAJ
Bird R., Stewart W., Lightfoot E., 2001, Transport Phenomena. Wiley International edition, Wiley, https://books.google.co.uk/books?id=94m7QgAACAAJ
work page 2001
-
[3]
445, Astrophysics and Space Science Library
Bonsor A., Xu S., 2017, in Pessah M., Gressel O., eds, Astrophysics and Space Science Library, Vol. 445, Astrophysics and Space Science Library. p. 229, @doi 10.1007/978-3-319-60609-5_8
-
[4]
Booth R. A., Owen J. E., Schulik M., 2023, @doi [ ] 10.1093/mnras/stac3121 , https://ui.adsabs.harvard.edu/abs/2023MNRAS.518.1761B 518, 1761
-
[5]
Boukar \'e C.- \'E ., Cowan N. B., Badro J., 2022, @doi [ ] 10.3847/1538-4357/ac8792 , https://ui.adsabs.harvard.edu/abs/2022ApJ...936..148B 936, 148
-
[6]
Bourrier V., et al., 2018, @doi [ ] 10.1051/0004-6361/201833154 , https://ui.adsabs.harvard.edu/abs/2018A&A...619A...1B 619, A1
-
[7]
Chaotic winds from a dying world: a one-dimensional map for evolving atmospheres
Bromley J., Chiang E., 2023, @doi [arXiv e-prints] 10.48550/arXiv.2302.04898 , https://ui.adsabs.harvard.edu/abs/2023arXiv230204898B p. arXiv:2302.04898
work page Pith review arXiv doi:10.48550/arxiv.2302.04898 2023
-
[8]
Brouwers M. G., Bonsor A., Malamud U., 2023, @doi [ ] 10.1093/mnras/stac3316 , https://ui.adsabs.harvard.edu/abs/2023MNRAS.519.2646B 519, 2646
Show all 75 references
-
[9]
M., Bonsor A., Shorttle O., Wade J., Harrison J., Noack L., Koester D., 2021, @doi [Monthly Notices of the Royal Astronomical Society] 10.1093/mnras/stab3624 , 510, 3512
Buchan A. M., Bonsor A., Shorttle O., Wade J., Harrison J., Noack L., Koester D., 2021, @doi [Monthly Notices of the Royal Astronomical Society] 10.1093/mnras/stab3624 , 510, 3512
2021 doi
-
[10]
E., Jankovic M
Campos Estrada B., Owen J. E., Jankovic M. R., Wilson A., Helling C., 2024, @doi [ ] 10.1093/mnras/stae095 , https://ui.adsabs.harvard.edu/abs/2024MNRAS.528.1249C 528, 1249
2024 doi
-
[11]
Castan T., Menou K., 2011, @doi [ ] 10.1088/2041-8205/743/2/L36 , https://ui.adsabs.harvard.edu/abs/2011ApJ...743L..36C 743, L36
2011 doi
-
[12]
Cambridge Mathematical Library, Cambridge University Press, https://books.google.co.uk/books?id=y2Yyy798WzIC
Chapman S., Cowling T., 1990, The Mathematical Theory of Non-uniform Gases: An Account of the Kinetic Theory of Viscosity, Thermal Conduction and Diffusion in Gases. Cambridge Mathematical Library, Cambridge University Press, https://books.google.co.uk/books?id=y2Yyy798WzIC
1990
-
[13]
W., 1998, NIST-JANAF thermochemical tables
Chase M. W., 1998, NIST-JANAF thermochemical tables. American Chemical Society, Washington, DC
1998
-
[14]
Crossfield I. J. M., et al., 2022, @doi [The Astrophysical Journal Letters] 10.3847/2041-8213/ac886b , 937, L17
2022 doi
-
[15]
E., Mohanty S., 2024, @doi [ ] 10.1093/mnras/stae191 , https://ui.adsabs.harvard.edu/abs/2024MNRAS.tmp..190C
Curry A., Booth R., Owen J. E., Mohanty S., 2024, @doi [ ] 10.1093/mnras/stae191 , https://ui.adsabs.harvard.edu/abs/2024MNRAS.tmp..190C
2024 doi
-
[16]
Cycle 1, ID
Dang L., et al., 2021, A Hell of a Phase Curve: Mapping the Surface and Atmosphere of a Lava Planet K2-141b , JWST Proposal. Cycle 1, ID. \#2347
2021
-
[17]
T., Seager S., 2008, @doi [ ] 10.1086/592316 , https://ui.adsabs.harvard.edu/abs/2008ApJ...688..628E 688, 628
Elkins-Tanton L. T., Seager S., 2008, @doi [ ] 10.1086/592316 , https://ui.adsabs.harvard.edu/abs/2008ApJ...688..628E 688, 628
2008 doi
-
[18]
T., Parmentier E
Elkins-Tanton L. T., Parmentier E. M., Hess P. C., 2003, @doi [Meteoritics & Planetary Science] 10.1111/j.1945-5100.2003.tb00013.x , https://ui.adsabs.harvard.edu/abs/2003M&PS...38.1753E 38, 1753
2003
-
[19]
Fegley B., Cameron A. G. W., 1987, @doi [Earth and Planetary Science Letters] 10.1016/0012-821X(87)90196-8 , https://ui.adsabs.harvard.edu/abs/1987E&PSL..82..207F 82, 207
1987 doi
-
[20]
J., Marley M
Fortney J. J., Marley M. S., Barnes J. W., 2007, @doi [ ] 10.1086/512120 , https://ui.adsabs.harvard.edu/abs/2007ApJ...659.1661F 659, 1661
2007 doi
-
[21]
R., 1991, in Lindsley D
Frost B. R., 1991, in Lindsley D. H., ed., , Petrologic and Magnetic Significance. De Gruyter, Berlin, Boston, pp 1--10, @doi doi:10.1515/9781501508684-004 , https://doi.org/10.1515/9781501508684-004
1991 doi
-
[22]
J., McCammon C
Frost D. J., McCammon C. A., 2008, @doi [Annual Review of Earth and Planetary Sciences] 10.1146/annurev.earth.36.031207.124322 , 36, 389
2008
-
[23]
S., Kress V
Ghiorso M. S., Kress V. C., 2004, American Journal of Science, 304, 679
2004
-
[24]
S., Sack R
Ghiorso M. S., Sack R. O., 1995, @doi [Contributions to Mineralogy and Petrology] 10.1007/BF00307281 , https://ui.adsabs.harvard.edu/abs/1995CoMP..119..197G 119, 197
1995 doi
-
[25]
M., Shorttle O., Jordan S., Rudge J
Guimond C. M., Shorttle O., Jordan S., Rudge J. F., 2023, @doi [Monthly Notices of the Royal Astronomical Society] 10.1093/mnras/stad2486 , 525, 3703
2023 doi
-
[26]
R., et al., 2020, @doi [ ] 10.1038/s41586-020-2649-2 , https://ui.adsabs.harvard.edu/abs/2020Natur.585..357H 585, 357
Harris C. R., et al., 2020, @doi [ ] 10.1038/s41586-020-2649-2 , https://ui.adsabs.harvard.edu/abs/2020Natur.585..357H 585, 357
2020 doi
-
[27]
C., 1983, in Stepleman R
Hindmarsh A. C., 1983, in Stepleman R. S., ed., Scientific Computing. North-Holland, Amsterdam, pp 55--64
1983
-
[28]
L., Seager S., 2012, @doi [ ] 10.1088/0004-637X/752/1/7 , https://ui.adsabs.harvard.edu/abs/2012ApJ...752....7H 752, 7
Hu R., Ehlmann B. L., Seager S., 2012, @doi [ ] 10.1088/0004-637X/752/1/7 , https://ui.adsabs.harvard.edu/abs/2012ApJ...752....7H 752, 7
2012 doi
-
[29]
Hu R., et al., 2024, @doi [Nature] 10.1038/s41586-024-07432-x
2024 doi
-
[30]
M., Pepin R
Hunten D. M., Pepin R. O., Walker J. C. G., 1987, @doi [ ] 10.1016/0019-1035(87)90022-4 , https://ui.adsabs.harvard.edu/abs/1987Icar...69..532H 69, 532
1987 doi
-
[31]
D., 2007, @doi [Computing in Science & Engineering] 10.1109/MCSE.2007.55 , 9, 90
Hunter J. D., 2007, @doi [Computing in Science & Engineering] 10.1109/MCSE.2007.55 , 9, 90
2007 doi
-
[32]
Ito Y., Ikoma M., Kawahara H., Nagahara H., Kawashima Y., Nakamoto T., 2015, @doi [ ] 10.1088/0004-637X/801/2/144 , https://ui.adsabs.harvard.edu/abs/2015ApJ...801..144I 801, 144
2015 doi
-
[33]
Kang W., Ding F., Wordsworth R., Seager S., 2021, @doi [ ] 10.3847/1538-4357/abcaa7 , https://ui.adsabs.harvard.edu/abs/2021ApJ...906...67K 906, 67
2021 doi
-
[34]
Kang W., Nimmo F., Ding F., 2023, @doi [ ] 10.3847/2041-8213/acd691 , https://ui.adsabs.harvard.edu/abs/2023ApJ...949L..20K 949, L20
2023 doi
-
[35]
F., Eggler D
Kasting J. F., Eggler D. H., Raeburn S. P., 1993, @doi [Journal of Geology] 10.1086/648219 , https://ui.adsabs.harvard.edu/abs/1993JG....101..245K 101, 245
1993 doi
-
[36]
B., Behn M
Kelemen P. B., Behn M. D., 2016, @doi [Nature Geoscience] 10.1038/ngeo2662 , 9, 197
2016 doi
-
[37]
S., Fegley Bruce J., Schaefer L., Gaidos E., 2016, @doi [The Astrophysical Journal] 10.3847/0004-637X/828/2/80 , https://ui.adsabs.harvard.edu/abs/2016ApJ...828...80K 828, 80
Kite E. S., Fegley Bruce J., Schaefer L., Gaidos E., 2016, @doi [The Astrophysical Journal] 10.3847/0004-637X/828/2/80 , https://ui.adsabs.harvard.edu/abs/2016ApJ...828...80K 828, 80
2016 doi
-
[38]
3: Treatise on Geochemistry
Klein E., 2005, The Crust, Vol. 3: Treatise on Geochemistry
2005
-
[39]
Kreidberg L., et al., 2019, @doi [Nature] 10.1038/s41586-019-1497-4 , 573, 87
2019 doi
-
[40]
F., Chassefi \`e re E., Johnson R
Lammer H., Kasting J. F., Chassefi \`e re E., Johnson R. E., Kulikov Y. N., Tian F., 2008, @doi [ ] 10.1007/s11214-008-9413-5 , https://ui.adsabs.harvard.edu/abs/2008SSRv..139..399L 139, 399
2008 doi
-
[41]
L \'e ger A., et al., 2009, @doi [ ] 10.1051/0004-6361/200911933 , https://ui.adsabs.harvard.edu/abs/2009A&A...506..287L 506, 287
2009 doi
-
[42]
L \'e ger A., et al., 2011, @doi [ ] 10.1016/j.icarus.2011.02.004 , https://ui.adsabs.harvard.edu/abs/2011Icar..213....1L 213, 1
2011 doi
-
[43]
K., Nakajima M., Fischer R
Lichtenberg T., Schaefer L. K., Nakajima M., Fischer R. A., 2023, in Inutsuka S., Aikawa Y., Muto T., Tomida K., Tamura M., eds, Astronomical Society of the Pacific Conference Series Vol. 534, Protostars and Planets VII. p. 907 ( @eprint arXiv 2203.10023 ), @doi 10.48550/arXiv...
-
[44]
Luger R., Barnes R., 2015, @doi [Astrobiology] 10.1089/ast.2014.1231 , 15, 119
2015
-
[45]
Y., Richardson S
McSween H. Y., Richardson S. M., Uhle M. E., 2003, Geochemistry: Pathways and Processes, 2 edn. Columbia University Press, http://www.jstor.org/stable/10.7312/mcsw12440
2003 doi
-
[46]
Miguel Y., Kaltenegger L., Fegley B., Schaefer L., 2011, @doi [ ] 10.1088/2041-8205/742/2/L19 , https://ui.adsabs.harvard.edu/abs/2011ApJ...742L..19M 742, L19
2011 doi
-
[47]
D., Janzen A
Neufeld P. D., Janzen A. R., Aziz R. A., 2003, @doi [The Journal of Chemical Physics] 10.1063/1.1678363 , 57, 1100
2003 doi
-
[48]
G., Cowan N
Nguyen T. G., Cowan N. B., Banerjee A., Moores J. E., 2020, @doi [Monthly Notices of the Royal Astronomical Society] 10.1093/mnras/staa2487 , 499, 4605
2020 doi
-
[49]
Palme H., O'Neill H. S. C., 2003, @doi [Treatise on Geochemistry] 10.1016/B0-08-043751-6/02177-0 , https://ui.adsabs.harvard.edu/abs/2003TrGeo...2....1P 2, 568
2003 doi
-
[50]
Perez-Becker D., Chiang E., 2013, @doi [ ] 10.1093/mnras/stt895 , https://ui.adsabs.harvard.edu/abs/2013MNRAS.433.2294P 433, 2294
2013 doi
-
[51]
Piette A. A. A., Gao P., Brugman K., Shahar A., Lichtenberg T., Miozzi F., Driscoll P., 2023, @doi [ ] 10.3847/1538-4357/acdef2 , https://ui.adsabs.harvard.edu/abs/2023ApJ...954...29P 954, 29
2023 doi
-
[52]
Rappaport S., et al., 2012, @doi [ ] 10.1088/0004-637X/752/1/1 , https://ui.adsabs.harvard.edu/abs/2012ApJ...752....1R 752, 1
2012 doi
-
[53]
Rappaport S., Barclay T., DeVore J., Rowe J., Sanchis-Ojeda R., Still M., 2014, @doi [ ] 10.1088/0004-637X/784/1/40 , https://ui.adsabs.harvard.edu/abs/2014ApJ...784...40R 784, 40
2014 doi
-
[54]
Sanchis-Ojeda R., et al., 2015, @doi [ ] 10.1088/0004-637X/812/2/112 , https://ui.adsabs.harvard.edu/abs/2015ApJ...812..112S 812, 112
2015 doi
-
[55]
Schaefer L., Fegley B., 2009, @doi [ ] 10.1088/0004-637X/703/2/L113 , https://ui.adsabs.harvard.edu/abs/2009ApJ...703L.113S 703, L113
2009 doi
-
[56]
A., 2023, @doi [ ] 10.1093/mnras/stad1251 , https://ui.adsabs.harvard.edu/abs/2023MNRAS.523..286S 523, 286
Schulik M., Booth R. A., 2023, @doi [ ] 10.1093/mnras/stad1251 , https://ui.adsabs.harvard.edu/abs/2023MNRAS.523..286S 523, 286
2023 doi
-
[57]
Elsevier, Amsterdam, pp 91--119, @doi https://doi.org/10.1016/B978-044452748-6.00141-3 , https://www.sciencedirect.com/science/article/pii/B9780444527486001413
Solomatov V., 2007, in Schubert G., ed., , Treatise on Geophysics. Elsevier, Amsterdam, pp 91--119, @doi https://doi.org/10.1016/B978-044452748-6.00141-3 , https://www.sciencedirect.com/science/article/pii/B9780444527486001413
2007 doi
-
[58]
J., Bonsor A., 2024, @doi [arXiv e-prints] 10.48550/arXiv.2401.08767 , https://ui.adsabs.harvard.edu/abs/2024arXiv240108767V p
Veras D., Mustill A. J., Bonsor A., 2024, @doi [arXiv e-prints] 10.48550/arXiv.2401.08767 , https://ui.adsabs.harvard.edu/abs/2024arXiv240108767V p. arXiv:2401.08767
-
[59]
Virtanen P., et al., 2020, @doi [Nature Methods] 10.1038/s41592-019-0686-2 , https://rdcu.be/b08Wh 17, 261
2020 doi
-
[60]
pp 56 -- 61, @doi 10.25080/Majora-92bf1922-00a
W es M c K inney 2010, in S t\'efan van der W alt J arrod M illman eds, P roceedings of the 9th P ython in S cience C onference. pp 56 -- 61, @doi 10.25080/Majora-92bf1922-00a
2010 doi
-
[61]
S., J \"a ggi N., Sossi P
Wolf A. S., J \"a ggi N., Sossi P. A., Bower D. J., 2023, @doi [ ] 10.3847/1538-4357/acbcc7 , https://ui.adsabs.harvard.edu/abs/2023ApJ...947...64W 947, 64
2023 doi
-
[62]
T., et al., 2023, Measuring the Interior Composition of a Terrestrial Planet , JWST Proposal
Wright J. T., et al., 2023, Measuring the Interior Composition of a Terrestrial Planet , JWST Proposal. Cycle 2, ID. \#3315
2023
-
[63]
L., Wen J.-S., Pinto J
Yung Y. L., Wen J.-S., Pinto J. P., Allen M., Pierce K. K., Paulson S., 1988, @doi [ ] 10.1016/0019-1035(88)90147-9 , https://ui.adsabs.harvard.edu/abs/1988Icar...76..146Y 76, 146
1988 doi
-
[64]
J., Kasting J
Zahnle K. J., Kasting J. F., 1986, @doi [Icarus] https://doi.org/10.1016/0019-1035(86)90051-5 , 68, 462
1986 doi
-
[65]
F., Pollack J
Zahnle K., Kasting J. F., Pollack J. B., 1990, @doi [ ] 10.1016/0019-1035(90)90050-J , https://ui.adsabs.harvard.edu/abs/1990Icar...84..502Z 84, 502
1990 doi
-
[66]
J., 1983, @doi [physica status solidi (a)] https://doi.org/10.1002/pssa.2210780226 , 78, 595
Zhen S., Davies G. J., 1983, @doi [physica status solidi (a)] https://doi.org/10.1002/pssa.2210780226 , 78, 595
1983 doi
-
[67]
Zilinskas M., van Buchem, C. P. A. Miguel, Y. Louca, A. Lupu, R. Zieba, S. van Westrenen, W. 2022, @doi [A&A] 10.1051/0004-6361/202142984 , 661, A126
2022 doi
-
[68]
Zilinskas M., Miguel Y., van Buchem C. P. A., Snellen I. A. G., 2023, @doi [ ] 10.1051/0004-6361/202245521 , https://ui.adsabs.harvard.edu/abs/2023A&A...671A.138Z 671, A138
2023 doi
-
[69]
Zuckerman B., Melis C., Klein B., Koester D., Jura M., 2010, @doi [ ] 10.1088/0004-637X/722/1/725 , https://ui.adsabs.harvard.edu/abs/2010ApJ...722..725Z 722, 725
2010 doi
-
[70]
pandas development team T., 2022, pandas-dev/pandas: Pandas, @doi 10.5281/zenodo.7344967 , https://doi.org/10.5281/zenodo.7344967
2022 doi
-
[71]
van Buchem C. P. A., Miguel Y., Zilinskas M., van Westrenen W., 2023, @doi [Meteoritics & Planetary Science] 10.1111/maps.13994 , https://ui.adsabs.harvard.edu/abs/2023M&PS...58.1149V 58, 1149
2023 doi
-
[72]
A., 2018, in Deeg H
van Lieshout R., Rappaport S. A., 2018, in Deeg H. J., Belmonte J. A., eds, , Handbook of Exoplanets. Springer, Cham, p. 1527, @doi 10.1007/978-3-319-55333-7_15
2018 doi
-
[73]
van Lieshout R., Min M., Dominik C., 2014, @doi [ ] 10.1051/0004-6361/201424876 , https://ui.adsabs.harvard.edu/abs/2014A&A...572A..76V 572, A76
2014 doi
-
[74]
van Lieshout R., et al., 2016, @doi [ ] 10.1051/0004-6361/201629250 , https://ui.adsabs.harvard.edu/abs/2016A&A...596A..32V 596, A32
2016 doi
-
[75]
P., Gaidos E., 2011, @doi [ ] 10.1088/2041-8205/736/1/L15 , https://ui.adsabs.harvard.edu/abs/2011ApJ...736L..15V 736, L15
van Summeren J., Conrad C. P., Gaidos E., 2011, @doi [ ] 10.1088/2041-8205/736/1/L15 , https://ui.adsabs.harvard.edu/abs/2011ApJ...736L..15V 736, L15
2011 doi
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