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arxiv: 2607.00973 · v1 · pith:UNV5V7Y4new · submitted 2026-07-01 · 🌌 astro-ph.EP

Transmission Spectrum of the Benchmark Temperate Exo-Neptune TOI-1231 b

Pith reviewed 2026-07-02 05:27 UTC · model grok-4.3

classification 🌌 astro-ph.EP
keywords transmission spectroscopyexoplanet atmospheresJWSTmethanecarbon dioxideTOI-1231 bmini-Neptunesub-Neptune
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The pith

JWST spectrum of TOI-1231 b detects methane and carbon dioxide consistent with a deep hydrogen-rich atmosphere.

A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.

The paper reports the first JWST transmission spectrum of the temperate exo-Neptune TOI-1231 b using NIRISS and NIRSpec data. It finds strong statistical evidence for methane and moderate evidence for carbon dioxide while placing high upper limits on ammonia, carbon monoxide, and sulfur species. A sympathetic reader would care because the planet's density already requires a thick hydrogen envelope, so its measured composition provides an empirical reference point for distinguishing mini-Neptune models from other sub-Neptune scenarios.

Core claim

We report a strong detection of CH4 (ln B = 54.5-69.6) and moderate to strong evidence for CO2 (ln B = 2.9-6.6). We do not find significant evidence for any other prominent molecule, although we find high 95% upper limits on the mixing ratios of NH3 and CO. This composition is consistent with expectations for a temperate Neptune possessing a deep H2-rich atmosphere with no distinct surface.

What carries the argument

Atmospheric retrieval analysis applied to the combined NIRISS and NIRSpec transmission spectrum that computes Bayesian evidence for individual molecular species.

If this is right

  • The absence of sulfur species distinguishes this planet from some other temperate sub-Neptunes.
  • High upper limits on ammonia and carbon monoxide align with predictions for deep hydrogen atmospheres.
  • The result supplies an empirical anchor for theoretical predictions of compositional differences between shallow and deep atmosphere scenarios.
  • It supports the mini-Neptune interpretation over hycean or gas-dwarf alternatives for this specific target.

Where Pith is reading between the lines

These are editorial extensions of the paper, not claims the author makes directly.

  • Similar retrievals on other density-confirmed temperate Neptunes could test whether methane-plus-carbon-dioxide signatures are common.
  • If future data on additional targets reproduce this pattern, interior models that predict distinct surfaces may need revision for the broader sub-Neptune population.

Load-bearing premise

The planet's measured bulk density is interpreted as requiring a thick hydrogen-rich atmosphere with no distinct surface.

What would settle it

A higher-precision spectrum that instead shows strong ammonia absorption or sulfur-bearing species at abundances above the current upper limits.

Figures

Figures reproduced from arXiv: 2607.00973 by Frances E. Rigby, Julianne I. Moses, Lorenzo Pica-Ciamarra, M{\aa}ns Holmberg, Megan Mealing, Nikku Madhusudhan, Subhajit Sarkar.

Figure 1
Figure 1. Figure 1: White light curves for transits of TOI-1231 b observed with two JWST instruments at different epochs. Left: NIRISS. Right: NIRSpec. In each case top panel shows light curve with best fit model (red line), while the bottom panel shows the residuals. Spot crossing events are evident in both the light curves. The white light curves shown here are from the JexoPipe reduction and are binned to one point every 1… view at source ↗
Figure 2
Figure 2. Figure 2: The transmission spectrum of TOI-1231 b. The observed JWST spectrum and retrieved model fits are shown for the fiducial retrieval using the JexoPipe data, considering the six prominent CNO molecules, with a single offset and no stellar heterogeneity, as discussed in Section 3. For visual clarity, the data shown here have been binned to R∼50. A retrieved offset of 79.38 ppm has been added to the NIRSpec dat… view at source ↗
Figure 3
Figure 3. Figure 3: Transmission spectra for NIRISS and NIRSpec from the two pipelines used in this study: JexoPipe and JExoRES. The spectra are binned to R∼50 for visual clarity. The grey line indicates the median retrieved spectrum from [PITH_FULL_IMAGE:figures/full_fig_p008_3.png] view at source ↗
Figure 4
Figure 4. Figure 4: Posterior distributions for the abundances of the six molecular species included in our fiducial retrievals with a single offset, both with (indicated by a ⋆ symbol) and without stellar heterogeneity for JexoPipe, and with stellar heterogeneity included for JExoRES. The median retrieved values and 1σ error bars are shown for CH4 and CO2, while arrows indicate the 95% upper limits for all other species. log… view at source ↗
Figure 5
Figure 5. Figure 5: Comparison of the posterior distributions for the abundances of all 11 molecules in the M23-informed set-up discussed in Section 3.3, as well as the temperature at 1µbar. We compare results for TOI-1231 b (blue) and K2-18 b (orange). The K2-18 b posteriors correspond to a new retrieval conducted in this work, using the same model and assumptions applied to TOI-1231 b. The median retrieved values and 1σ err… view at source ↗
Figure 6
Figure 6. Figure 6: Corner plot for the six-molecule model including one offset and no stellar heterogeneity, using the JexoPipe data [PITH_FULL_IMAGE:figures/full_fig_p019_6.png] view at source ↗
Figure 7
Figure 7. Figure 7: Corner plot for the six-molecule model including one offset and also stellar heterogeneity, using the JExoRES data [PITH_FULL_IMAGE:figures/full_fig_p020_7.png] view at source ↗
read the original abstract

The JWST is revolutionizing our understanding of the temperate sub-Neptune population through atmospheric spectroscopy. The nature of these planets remains debated, as their bulk properties are compatible with a range of interior scenarios, including mini-Neptunes, hycean worlds, and gas dwarfs, with different predicted atmospheric compositions. While theoretical studies have predicted compositional diagnostics for shallow- versus deep-atmosphere scenarios, there is a critical need for empirical constraints for a temperate planet that is a priori known to possess a deep H$_2$-rich atmosphere. The temperate exo-Neptune TOI-1231 b provides one such benchmark target. In this work, we present the JWST near-infrared (0.65--5.2 $\mu$m) transmission spectrum of TOI-1231 b, observed with NIRISS single-object slitless spectroscopy and NIRSpec G395H, representing the first for a temperate exo-Neptune. The density of TOI-1231 b requires a thick H$_2$-rich atmosphere, making the planet a keystone reference case for testing mini-Neptune scenarios for sub-Neptunes. We report a strong detection of CH$_4$ ($\ln B = 54.5$-$69.6$) and moderate to strong evidence for CO$_2$ ($\ln B = 2.9$-$6.6$). We do not find significant evidence for any other prominent molecule, although we find high 95\% upper limits on the mixing ratios of NH$_3$ and CO, both of which are expected in deep H$_2$-rich atmospheres. We also do not find any significant evidence for sulfur-bearing species that have been inferred for some temperate sub-Neptunes. This composition is consistent with expectations for a temperate Neptune possessing a deep H$_2$-rich atmosphere with no distinct surface. We discuss the implications of our results for the characterization of temperate sub-Neptunes.

Editorial analysis

A structured set of objections, weighed in public.

Desk editor's note, referee report, simulated authors' rebuttal, and a circularity audit. Tearing a paper down is the easy half of reading it; the pith above is the substance, this is the friction.

Referee Report

0 major / 3 minor

Summary. The paper presents the first JWST near-infrared (0.65-5.2 μm) transmission spectrum of the temperate exo-Neptune TOI-1231 b, obtained with NIRISS single-object slitless spectroscopy and NIRSpec G395H. It reports a strong detection of CH4 (ln B = 54.5-69.6) and moderate to strong evidence for CO2 (ln B = 2.9-6.6), with no significant detections of other molecules including NH3, CO, or sulfur-bearing species, and high 95% upper limits on the latter two. The observed composition is interpreted as consistent with expectations for a deep H2-rich atmosphere with no distinct surface, establishing the planet as a benchmark reference for testing mini-Neptune scenarios for sub-Neptunes given its density-implied thick envelope.

Significance. If the retrieval results are robust, this work supplies a key empirical benchmark for temperate sub-Neptunes with confirmed deep H2 envelopes, directly addressing the need for observational constraints on compositional diagnostics predicted by theory. The high Bayesian evidence for CH4 constitutes a clear, high-significance detection in a challenging observational regime and provides falsifiable reference points for atmospheric chemistry models of similar planets.

minor comments (3)
  1. [Abstract] Abstract: the reported ranges for ln B (CH4: 54.5-69.6; CO2: 2.9-6.6) are presented without explanation of their origin (e.g., different data subsets, retrieval configurations, or model variants); this should be clarified in the main text or methods to allow readers to assess robustness.
  2. [Methods/Retrieval Setup] The manuscript should explicitly state the number of free parameters and priors used in the atmospheric retrievals (even if standard) to facilitate direct comparison with other JWST sub-Neptune studies.
  3. [Figures] Figure captions and axis labels for the transmission spectrum should clearly demarcate the NIRISS versus NIRSpec G395H wavelength coverage and note any overlapping regions or stitching procedures.

Simulated Author's Rebuttal

0 responses · 0 unresolved

We thank the referee for their positive summary and recommendation of minor revision. No major comments were provided in the report, so we have no specific points to address point-by-point. We will incorporate any minor suggestions from the full report in the revised manuscript.

Circularity Check

0 steps flagged

No significant circularity; empirical result from JWST data and standard retrievals

full rationale

The paper presents an observational transmission spectrum of TOI-1231 b from NIRISS and NIRSpec G395H JWST data, with molecular detections (CH4 ln B = 54.5-69.6; CO2 ln B = 2.9-6.6) obtained via standard atmospheric retrieval methods. The claim that the planet possesses a thick H2-rich atmosphere is framed as a prior constraint from independent density measurements, not derived internally. No load-bearing steps reduce by the paper's own equations to fitted inputs, self-citations, or ansatzes; the central results are externally falsifiable against the public dataset and do not involve renaming known patterns or uniqueness theorems imported from prior author work. This is a self-contained observational analysis.

Axiom & Free-Parameter Ledger

0 free parameters · 2 axioms · 0 invented entities

With only the abstract available, the ledger is limited to standard domain assumptions in exoplanet spectroscopy; no explicit free parameters or invented entities are stated.

axioms (2)
  • domain assumption Standard assumptions in exoplanet atmospheric retrieval models are valid for interpreting the transmission spectrum.
    Invoked to convert observed spectrum into molecular mixing ratio constraints and to interpret non-detections.
  • standard math Bayesian evidence (ln B) thresholds reliably indicate detection significance.
    Used to claim strong CH4 detection and moderate CO2 evidence.

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  1. [1]

    2025, ApJL, 985, L10, doi: 10.3847/2041-8213/add010

    Ahrer, E.-M., Radica, M., Piaulet-Ghorayeb, C., et al. 2025, ApJL, 985, L10, doi: 10.3847/2041-8213/add010

  2. [2]

    , keywords =

    Alam, M. K., Gao, P., Adams Redai, J., et al. 2025, AJ, 169, 15, doi: 10.3847/1538-3881/ad8eb5

  3. [3]

    E., Wakeford, H

    Alderson, L., Batalha, N. E., Wakeford, H. R., et al. 2024, AJ, 167, 216, doi: 10.3847/1538-3881/ad32c9

  4. [4]

    E., Wallack, N

    Alderson, L., Moran, S. E., Wallack, N. L., et al. 2025, AJ, 169, 142, doi: 10.3847/1538-3881/adad64

  5. [5]

    2016, MNRAS, 463, 2574, doi: 10.1093/mnras/stw2148

    Awiphan, S., Kerins, E., Pichadee, S., et al. 2016, MNRAS, 463, 2574, doi: 10.1093/mnras/stw2148

  6. [6]

    2023, Characterization of the visit-to-visit Stability of the GR700XD Wavelength Calibration for NIRISS/SOSS

    Baines, T., Espinoza, N., Filippazzo, J., & Volk, K. 2023, Characterization of the visit-to-visit Stability of the GR700XD Wavelength Calibration for NIRISS/SOSS

  7. [7]

    K., Gressier, A., et al

    Banerjee, A., Barstow, J. K., Gressier, A., et al. 2024, ApJL, 975, L11, doi: 10.3847/2041-8213/ad73d0

  8. [8]

    J., Strange, J

    Barber, R. J., Strange, J. K., Hill, C., et al. 2014, MNRAS, 437, 1828, doi: 10.1093/mnras/stt2011

  9. [9]

    K., & Irwin, P

    Barstow, J. K., & Irwin, P. G. J. 2016, MNRAS, 461, L92, doi: 10.1093/mnrasl/slw109

  10. [10]

    J., Chiu, C., Golpayegani, S., et al

    Barton, E. J., Chiu, C., Golpayegani, S., et al. 2014, Monthly Notices of the Royal Astronomical Society, 442, 1821, doi: 10.1093/mnras/stu944

  11. [11]

    PandExo: A Community Tool for Transiting Exoplanet Science with JWST & HST

    Batalha, N. E., Mandell, A., Pontoppidan, K., et al. 2017, PASP, 129, 064501, doi: 10.1088/1538-3873/aa65b0

  12. [12]

    G., Welbanks, L., Schlawin, E., et al

    Beatty, T. G., Welbanks, L., Schlawin, E., et al. 2024, ApJL, 970, L10, doi: 10.3847/2041-8213/ad55e9 B´ eky, B., Kipping, D. M., & Holman, M. J. 2014, MNRAS, 442, 3686, doi: 10.1093/mnras/stu1061

  13. [13]

    , keywords =

    Bello-Arufe, A., Damiano, M., Bennett, K. A., et al. 2025, ApJL, 980, L26, doi: 10.3847/2041-8213/adaf22

  14. [14]

    , keywords =

    Benneke, B., Wong, I., Piaulet, C., et al. 2019, ApJL, 887, L14, doi: 10.3847/2041-8213/ab59dc

  15. [15]

    2024, arXiv e-prints, arXiv:2403.03325, doi: 10.48550/arXiv.2403.03325

    Benneke, B., Roy, P.-A., Coulombe, L.-P., et al. 2024, arXiv e-prints, arXiv:2403.03325, doi: 10.48550/arXiv.2403.03325

  16. [16]

    2024, arXiv e-prints, arXiv:2403.03325, doi: 10.48550/arXiv.2403.03325

    Benneke, B., Roy, P.-A., Coulombe, L.-P., et al. 2024, JWST Reveals CH$ 4$, CO$ 2$, and H$ 2$O in a Metal-rich Miscible Atmosphere on a Two-Earth-Radius Exoplanet, arXiv. http://arxiv.org/abs/2403.03325

  17. [17]

    2014, A&A, 564, A125, doi: 10.1051/0004-6361/201322971

    Buchner, J., Georgakakis, A., Nandra, K., et al. 2014, A&A, 564, A125, doi: 10.1051/0004-6361/201322971

  18. [18]

    A., Dragomir, D., Molli` ere, P., et al

    Burt, J. A., Dragomir, D., Molli` ere, P., et al. 2021, AJ, 162, 87, doi: 10.3847/1538-3881/ac0432

  19. [19]

    Cabot, S. H. C., Madhusudhan, N., Constantinou, S., et al. 2024, ApJL, 966, L10, doi: 10.3847/2041-8213/ad3828

  20. [20]

    J., et al

    Cadieux, C., Doyon, R., MacDonald, R. J., et al. 2024, ApJL, 970, L2, doi: 10.3847/2041-8213/ad5afa

  21. [21]

    J., & Madhusudhan, N

    Cheverall, C. J., & Madhusudhan, N. 2024, AJ, 167, 272, doi: 10.3847/1538-3881/ad380c

  22. [22]

    A., Yurchenko, S

    Coles, P. A., Yurchenko, S. N., & Tennyson, J. 2019, MNRAS, 490, 4638, doi: 10.1093/mnras/stz2778

  23. [23]

    2026, Astronomy & Astrophysics, 705, A25, doi: 10.1051/0004-6361/202452192

    Constantinou, S., Madhusudhan, N., & Holmberg, M. 2026, Astronomy & Astrophysics, 705, A25, doi: 10.1051/0004-6361/202452192

  24. [24]

    J., & Madhusudhan, N

    Cooke, G. J., & Madhusudhan, N. 2024, arXiv e-prints, arXiv:2410.07313, doi: 10.48550/arXiv.2410.07313

  25. [25]

    2025, Nature Astronomy, 9, 512, doi: 10.1038/s41550-025-02488-9

    Coulombe, L.-P., Radica, M., Benneke, B., et al. 2025, Nature Astronomy, 9, 512, doi: 10.1038/s41550-025-02488-9

  26. [26]

    A., & Hajigeorgiou, P

    Coxon, J. A., & Hajigeorgiou, P. G. 2015, Journal of Quantitative Spectroscopy and Radiative Transfer, 151, 133, doi: 10.1016/j.jqsrt.2014.08.028

  27. [27]

    Davenport, B., Kempton, E. M. R., Nixon, M. C., et al. 2025, ApJL, 984, L44, doi: 10.3847/2041-8213/adcd76

  28. [28]

    Daviau, K., & Lee, K. K. M. 2021, Journal of Geophysical Research: Planets, 126, e2020JE006687, doi: 10.1029/2020JE006687

  29. [29]

    B., Beaulieu, M., et al

    Doyon, R., Hutchings, J. B., Beaulieu, M., et al. 2012, in Society of Photo-Optical Instrumentation Engineers (SPIE) Conference Series, Vol. 8442, Space Telescopes and Instrumentation 2012: Optical, Infrared, and Millimeter Wave, ed. M. C. Clampin, G. G. Fazio, H. A. MacEwen, & J. M. Oschmann, Jr., 84422R, doi: 10.1117/12.926578

  30. [30]

    , keywords =

    Feroz, F., Hobson, M. P., & Bridges, M. 2009, Monthly Notices of the Royal Astronomical Society, 398, 1601, doi: 10.1111/j.1365-2966.2009.14548.x

  31. [31]

    2014, in Society of Photo-Optical Instrumentation Engineers (SPIE) Conference Series, Vol

    Ferruit, P., Birkmann, S., B¨ oker, T., et al. 2014, in Society of Photo-Optical Instrumentation Engineers (SPIE) Conference Series, Vol. 9143, Space Telescopes and Instrumentation 2014: Optical, Infrared, and Millimeter Wave, ed. J. M. Oschmann, Jr., M. Clampin, G. G. Fazio, & H. A. MacEwen, 91430A, doi: 10.1117/12.2054756

  32. [32]

    E., Hooton, M

    Fisher, C. E., Hooton, M. J., Gressier, A., et al. 2026, MNRAS, 545, staf2187, doi: 10.1093/mnras/staf2187

  33. [33]

    W., Lang , D., & Goodman , J

    Foreman-Mackey, D., Hogg, D. W., Lang, D., & Goodman, J. 2013, Publications of the Astronomical Society of the Pacific, 125, 306, doi: 10.1086/670067

  34. [34]

    , keywords =

    Gordon, I. E., Rothman, L. S., Hargreaves, R. J., et al. 2022, Journal of Quantitative Spectroscopy and Radiative Transfer, 277, 107949, doi: 10.1016/j.jqsrt.2021.107949

  35. [35]

    P., Line, M

    Greene, T. P., Line, M. R., Montero, C., et al. 2016, ApJ, 817, 17, doi: 10.3847/0004-637X/817/1/17

  36. [36]

    J., Gordon, I

    Hargreaves, R. J., Gordon, I. E., Rothman, L. S., et al. 2019, Journal of Quantitative Spectroscopy and Radiative Transfer, 232, 35, doi: 10.1016/j.jqsrt.2019.04.040 22Sarkar et al

  37. [37]

    N., & Tennyson, J

    Hill, C., Yurchenko, S. N., & Tennyson, J. 2013, Icarus, 226, 1673, doi: 10.1016/j.icarus.2012.07.028

  38. [38]

    , keywords =

    Holmberg, M., & Madhusudhan, N. 2023, MNRAS, 524, 377, doi: 10.1093/mnras/stad1580

  39. [39]

    2024, A&A, 683, L2, doi: 10.1051/0004-6361/202348238

    Holmberg, M., & Madhusudhan, N. 2024, Astronomy and Astrophysics, 683, L2, doi: 10.1051/0004-6361/202348238

  40. [40]

    , keywords =

    Horne, K. 1986, Publications of the Astronomical Society of the Pacific, 98, 609, doi: 10.1086/131801

  41. [41]

    2021, ApJ, 921, 27, doi: 10.3847/1538-4357/ac1789

    Hu, R. 2021, ApJ, 921, 27, doi: 10.3847/1538-4357/ac1789

  42. [42]

    2021, ApJL, 921, L8, doi: 10.3847/2041-8213/ac1f92

    Hu, R., Damiano, M., Scheucher, M., et al. 2021, ApJL, 921, L8, doi: 10.3847/2041-8213/ac1f92

  43. [43]

    2025, arXiv e-prints, arXiv:2507.12622, doi: 10.48550/arXiv.2507.12622

    Hu, R., Bello-Arufe, A., Tokadjian, A., et al. 2025, arXiv e-prints, arXiv:2507.12622, doi: 10.48550/arXiv.2507.12622

  44. [44]

    S., D´ ıaz, M

    Jenkins, J. S., D´ ıaz, M. R., Kurtovic, N. T., et al. 2020, Nature Astronomy, 4, 1148, doi: 10.1038/s41550-020-1142-z

  45. [45]

    E., van der Avoird, A., et al

    Karman, T., Gordon, I. E., van der Avoird, A., et al. 2019, Icarus, 328, 160, doi: 10.1016/j.icarus.2019.02.034

  46. [46]

    Kipping, D. M. 2013, MNRAS, 435, 2152, doi: 10.1093/mnras/stt1435

  47. [47]

    A., Benneke, B., Deming, D., & Homeier, D

    Knutson, H. A., Benneke, B., Deming, D., & Homeier, D. 2014, Nature, 505, 66, doi: 10.1038/nature12887

  48. [48]

    R., Crossfield, I

    Kosiarek, M. R., Crossfield, I. J. M., Hardegree-Ullman, K. K., et al. 2019, AJ, 157, 97, doi: 10.3847/1538-3881/aaf79c

  49. [49]

    Publications of the Astronomical Society of the Pacific , author =

    Kreidberg, L. 2015, Publications of the Astronomical Society of the Pacific, 127, 1161, doi: 10.1086/683602

  50. [50]

    E., Bernath, P

    Li, G., Gordon, I. E., Bernath, P. F., & Rothman, L. S. 2011, Journal of Quantitative Spectroscopy and Radiative Transfer, 112, 1543, doi: 10.1016/j.jqsrt.2011.03.014

  51. [51]

    E., Le Roy, R

    Li, G., Gordon, I. E., Le Roy, R. J., et al. 2013, Journal of Quantitative Spectroscopy and Radiative Transfer, 121, 78, doi: 10.1016/j.jqsrt.2013.02.005

  52. [52]

    E., Rothman, L

    Li, G., Gordon, I. E., Rothman, L. S., et al. 2015, ApJS, 216, 15, doi: 10.1088/0067-0049/216/1/15

  53. [53]

    2002, Icarus, 155, 393, doi: 10.1006/icar.2001.6740

    Lodders, K., & Fegley, B. 2002, Icarus, 155, 393, doi: 10.1006/icar.2001.6740

  54. [54]

    D., & Fortney, J

    Lopez, E. D., & Fortney, J. J. 2014, ApJ, 792, 1, doi: 10.1088/0004-637X/792/1/1

  55. [55]

    2022, Science, 377, 1211, doi: 10.1126/science.abl7164

    Luque, R., & Pall´ e, E. 2022, Science, 377, 1211, doi: 10.1126/science.abl7164

  56. [56]

    S., & Lincowski, A

    Lustig-Yaeger, J., Meadows, V. S., & Lincowski, A. P. 2019, AJ, 158, 27, doi: 10.3847/1538-3881/ab21e0

  57. [57]

    J., & Madhusudhan, N

    MacDonald, R. J., & Madhusudhan, N. 2017, MNRAS, 469, 1979, doi: 10.1093/mnras/stx804

  58. [58]

    J., & Madhusudhan, N

    MacDonald, R. J., & Madhusudhan, N. 2024, Astrophysics Source Code Library, ascl:2412.028. https://ui.adsabs.harvard.edu/abs/2024ascl.soft12028M

  59. [59]

    I., & Hu, Y

    Madhusudhan, N., Ag´ undez, M., Moses, J. I., & Hu, Y. 2016, Space Science Reviews, 205, 285, doi: 10.1007/s11214-016-0254-3

  60. [60]

    2025a, ApJL, 983, L40, doi: 10.3847/2041-8213/adc1c8

    Madhusudhan, N., Constantinou, S., Holmberg, M., et al. 2025, ApJL, 983, L40, doi: 10.3847/2041-8213/adc1c8

  61. [61]

    Cooke, G. J. 2025, Proceedings of the National Academy of Sciences, 122, e2416194122, doi: 10.1073/pnas.2416194122

  62. [62]

    I., Rigby, F., & Barrier, E

    Madhusudhan, N., Moses, J. I., Rigby, F., & Barrier, E. 2023a, Faraday Discussions, 245, 80, doi: 10.1039/D3FD00075C

  63. [63]

    C., Welbanks, L., Piette, A

    Madhusudhan, N., Nixon, M. C., Welbanks, L., Piette, A. A. A., & Booth, R. A. 2020, The Astrophysical Journal, 891, L7, doi: 10.3847/2041-8213/ab7229

  64. [64]

    Madhusudhan, N., Piette, A. A. A., & Constantinou, S. 2021, The Astrophysical Journal, 918, 1, doi: 10.3847/1538-4357/abfd9c

  65. [66]

    2023, ApJL, 956, L13, doi: 10.3847/2041-8213/acf577

    Madhusudhan, N., Sarkar, S., Constantinou, S., et al. 2023, The Astrophysical Journal Letters, 956, L13, doi: 10.3847/2041-8213/acf577

  66. [67]

    2009, ApJ, 707, 24, doi: 10.1088/0004-637X/707/1/24

    Madhusudhan, N., & Seager, S. 2009, ApJ, 707, 24, doi: 10.1088/0004-637X/707/1/24

  67. [68]

    Mellor, T., Owens, A., Tennyson, J., & Yurchenko, S. N. 2023, Monthly Notices of the Royal Astronomical Society, 520, 1997, doi: 10.1093/mnras/stad111

  68. [69]

    E., Stevenson, K

    Moran, S. E., Stevenson, K. B., Sing, D. K., et al. 2023, High Tide or Riptide on the Cosmic Shoreline? A Water-Rich Atmosphere or Stellar Contamination for the Warm Super-Earth GJ˜486b from JWST Observations, arXiv. http://arxiv.org/abs/2305.00868

  69. [70]

    V., Kreidberg, L., Rustamkulov, Z., Robinson, T., & Fortney, J

    Morley, C. V., Kreidberg, L., Rustamkulov, Z., Robinson, T., & Fortney, J. J. 2017, ApJ, 850, 121, doi: 10.3847/1538-4357/aa927b

  70. [71]

    2024, in AAS/Division for Planetary Sciences Meeting Abstracts, Vol

    Moses, J., Tsai, S.-M., Fortney, J., et al. 2024, in AAS/Division for Planetary Sciences Meeting Abstracts, Vol. 56, 56th Annual Meeting of the Division for Planetary Sciences, 308.06

  71. [72]

    I., Line, M

    Moses, J. I., Line, M. R., Visscher, C., et al. 2013, ApJ, 777, 34, doi: 10.1088/0004-637X/777/1/34

  72. [73]

    2025a, ApJ, 985, 209, doi: 10.3847/1538-4357/adc7b3

    Ohno, K. 2025a, ApJ, 985, 209, doi: 10.3847/1538-4357/adc7b3

  73. [74]

    J., et al

    Mukherjee, S., Schlawin, E., Bell, T. J., et al. 2025b, ApJL, 982, L39, doi: 10.3847/2041-8213/adba46 Transmission spectrum of TOI-1231 b23

  74. [75]

    2025, LMFIT: Non-Linear Least-Squares Minimization and Curve-Fitting for Python, 1.3.3, Zenodo, doi: 10.5281/zenodo.15014437

    Newville, M., Otten, R., Nelson, A., et al. 2025, LMFIT: Non-Linear Least-Squares Minimization and Curve-Fitting for Python, 1.3.3, Zenodo, doi: 10.5281/zenodo.15014437

  75. [76]

    C., & Madhusudhan, N

    Nixon, M. C., & Madhusudhan, N. 2021, MNRAS, 505, 3414, doi: 10.1093/mnras/stab1500

  76. [77]

    Ohno, K., & Fortney, J. J. 2022, arXiv e-prints, arXiv:2211.16877, doi: 10.48550/arXiv.2211.16877

  77. [78]

    Owens, A., Tennyson, J., & Yurchenko, S. N. 2021, Monthly Notices of the Royal Astronomical Society, 502, 1128, doi: 10.1093/mnras/staa4041

  78. [79]

    N., & Tennyson, J

    Owens, A., Yurchenko, S. N., & Tennyson, J. 2024, Monthly Notices of the Royal Astronomical Society, 530, 4004, doi: 10.1093/mnras/stae1110

  79. [80]

    , keywords =

    Piaulet-Ghorayeb, C., Benneke, B., Radica, M., et al. 2024, ApJL, 974, L10, doi: 10.3847/2041-8213/ad6f00

  80. [81]

    A Systematic Search for Trace Molecules in the Atmosphere of Exoplanet K2-18 b

    Constantinou, S., & Binet, M. 2025, A Systematic Search for Trace Molecules in Exoplanet K2-18 b, arXiv, doi: 10.48550/arXiv.2505.10539

Showing first 80 references.