REVIEW 3 major objections 5 minor 227 references
M dwarfs that host sub-Neptunes are more metal-rich than those that host super-Earths, favoring formation beyond the water ice line.
Reviewed by Pith at T0; open to challenge. T0 means a machine referee read the full paper against a public rubric. the ladder, T0–T4 →
T0 review · grok-4.5
2026-07-12 06:43 UTC pith:CRA7WSQA
load-bearing objection Solid homogeneous SpeX sample showing sub-Neptune hosts are more metal-rich than super-Earth hosts around M dwarfs; the statistical result holds under multiple radius-valley cuts, but selection bias keeps it from being an occurrence claim. the 3 major comments →
Uniform Metallicity Measurements of M Dwarf Planet Hosts Support Metallicity-Dependent Sub-Neptune Formation
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
With a homogeneous sample of 86 cool dwarfs hosting 142 planets and candidates, M dwarfs that host sub-Neptunes are statistically more metal-rich than those that host super-Earths. The offset is robust to the empirical and theoretical radius-valley prescriptions tested and is unlikely to be driven by differences in the stellar-mass, temperature, or luminosity distributions of the two host samples.
What carries the argument
Homogeneous [Fe/H] and [M/H] measurements from medium-resolution IRTF/SpeX near-infrared spectra, combined with updated stellar radii and planet radii, allow a controlled comparison of metallicity distributions for super-Earth versus sub-Neptune hosts via cumulative distribution functions and Anderson-Darling tests under multiple radius-valley definitions.
Load-bearing premise
The metallicity difference between the observed super-Earth and sub-Neptune hosts is treated as a formation signature even though the sample is drawn from known planet hosts without completeness correction or occurrence-rate calculation.
What would settle it
A completeness-corrected occurrence study of super-Earths and sub-Neptunes around M dwarfs that finds no metallicity dependence, or that finds the apparent offset vanishes once selection biases are removed, would falsify the central claim.
If this is right
- Sub-Neptunes around M dwarfs are expected to be volatile-enriched water worlds that formed outside the ice line and migrated in, rather than dry rocky cores that later acquired thin H/He envelopes.
- Metal-rich M-dwarf disks should produce more sub-Neptunes relative to super-Earths than metal-poor disks of the same mass.
- Systems containing only super-Earths should on average be more metal-poor than systems that contain at least one sub-Neptune.
- The radius-valley slope and location around low-mass stars can be shaped by disk metallicity as well as by stellar mass and irradiation.
- Future occurrence-rate studies can treat metallicity as a second dimension that conditions the relative rates of super-Earths and sub-Neptunes around M dwarfs.
Where Pith is reading between the lines
- If the ice-line migration picture is correct, atmospheric retrievals of M-dwarf sub-Neptunes should more often show high water or volatile fractions than those of similarly sized planets around metal-poor hosts.
- The same metallicity preference may appear in the density valley for M-dwarf planets even when the radius valley itself is washed out by observational incompleteness.
- Population-synthesis models that vary disk solid and ice inventories with stellar metallicity should recover a higher mean host metallicity for sub-Neptunes than for super-Earths around stars below roughly half a solar mass.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper presents homogeneous [Fe/H] and [M/H] measurements for 59 cool dwarfs hosting 76 TESS planets/candidates from IRTF/SpeX SXD spectra, using the Mann et al. (2013b) K-band empirical relations, then expands the sample with prior SpeX-based metallicities (Dressing et al. 2019; Gore et al. 2024) to 86 stars and 142 planets. Updated stellar radii (Mann et al. 2015/2019 relations with metallicity corrections) are used to recompute planet radii. The central claim is that M dwarfs hosting sub-Neptunes are statistically more metal-rich than those hosting super-Earths. This is tested via Monte-Carlo sampling of radius and metallicity uncertainties, three empirical radius-valley prescriptions (PM25, CM20, V21) plus three theoretical scalings, Anderson-Darling tests, jackknife resampling, and checks that stellar-mass (and Teff/luminosity) distributions do not drive the result for the best-matched prescriptions. The authors interpret the offset as supporting volatile-rich sub-Neptune formation beyond the ice line followed by migration, while explicitly noting that the sample is not completeness-corrected and does not yield occurrence rates.
Significance. If the intra-sample metallicity offset holds under the stated caveats, it supplies a clean, homogeneous observational constraint on small-planet formation around the Galaxy’s most common hosts. The work’s strengths are the uniform SpeX metallicities (avoiding method-to-method systematics), the multi-prescription AD-test framework with uncertainty resampling, and the explicit stellar-mass/Teff checks that isolate the metallicity signal for CM20/PM25. These elements make the directional claim falsifiable and useful for population-synthesis comparisons (e.g., Burn et al. 2021). The formation interpretation remains provisional precisely because occurrence rates are not measured, but the homogeneous catalog itself is a lasting contribution.
major comments (3)
- §6.2–6.3 and abstract: the central claim is framed as supporting a metallicity-dependent formation pathway, yet the sample is constructed from known TOIs/confirmed planets without completeness correction or occurrence-rate calculation (§2). The paper already flags this limitation, but the abstract and conclusions still present the result as evidence for formation preference. The language should be tightened so that the statistical offset is clearly labeled an intra-sample property of the observed hosts, not an occurrence result; otherwise the formation interpretation over-reaches the data.
- §6.3 and Fig. 6: under the V21 radius-valley prescription the stellar-mass (and Teff/luminosity) distributions of the two host samples are inconsistent (AD p-values strongly peaked <0.05), while the metallicity offset remains. The paper correctly discounts V21 for this reason, but the abstract and main text still state that the result is “robust to the radius valley prescription used.” That phrasing should be qualified to the prescriptions whose host samples are mass-matched (CM20/PM25); otherwise the robustness claim is overstated.
- §5.2 and Table 2: five candidates are flagged as “likely planets” (FPP<0.5, NFPP<10^{-3}) but none are validated, and the remaining 20 candidates remain unvetted at the same level. Because the metallicity comparison mixes confirmed planets with candidates, a short sensitivity test that repeats the AD analysis on the confirmed-only subsample (or on the five “likely” objects alone) would strengthen that the offset is not driven by residual false positives.
minor comments (5)
- Fig. 3 caption and §5.1: the median precision improvement of ~80% for planet-candidate radii is stated without quoting the absolute median uncertainties before/after; a parenthetical would help readers judge the gain.
- §4.1: the preference for K-band metallicities over J-band is justified by telluric contamination, but the typical [Fe/H] difference between the two bands for the sample is not reported; a one-sentence summary would quantify the choice.
- Table 4 and §6.1: several literature metallicity outliers (K2-344, K2-155) are discussed, yet the residual plots in Fig. 4 exclude them “for visual clarity.” Including them (perhaps as open symbols) would make the comparison more transparent.
- Appendix C / Fig. 8: the theoretical radius-valley CDFs are useful, but the gas-depleted case is the only one that rejects the null; a brief statement of how many of the 100 draws fall below p=0.05 for each scaling would make the figure self-contained.
- Typographical: “F ormation” in the title (line break artifact), “unceranties” in Fig. 5 caption, and occasional missing spaces around ± symbols.
Circularity Check
No significant circularity: homogeneous SpeX metallicities and AD tests under independent radius-valley prescriptions yield an intra-sample statistical result that is not forced by construction.
full rationale
The paper measures [Fe/H] and [M/H] for 59 M dwarfs from new IRTF/SpeX spectra using the published Mann et al. (2013b) empirical relations (K-band preferred), then expands the sample with prior SpeX results that used the identical methodology (Dressing et al. 2019; Gore et al. 2024). Planet radii are recomputed from literature or newly fitted transit depths and the updated stellar radii. Super-Earth versus sub-Neptune classification is performed with three independent empirical radius-valley relations (PM25, CM20, V21) plus three theoretical scalings; the metallicity CDFs of the two host populations are compared via k-sample Anderson-Darling tests with jack-knife resampling and uncertainty Monte Carlo. The AD tests are not tautological: the metallicity values and the radius-valley cuts are independent inputs, and the paper explicitly checks that stellar-mass (and Teff, luminosity) distributions do not drive the offset under the best-matched prescriptions. Minor self-citation of the authors’ earlier SpeX papers is present only to enlarge the homogeneous sample; it does not supply a uniqueness theorem or force the directional result. The formation interpretation is offered as consistent with the observed offset, not as a derivation from first principles. No step reduces by construction to its own inputs.
Axiom & Free-Parameter Ledger
axioms (4)
- domain assumption Mann et al. (2013b) K-band metallicity indices calibrated on FGK–M binaries yield [Fe/H] and [M/H] for K7–M5 dwarfs with ~0.1 dex uncertainty.
- domain assumption Mann et al. (2015, 2019) absolute-magnitude relations (with metallicity correction) give stellar radius and mass.
- domain assumption Empirical radius-valley loci of Parashivamurthy & Mulders (2025), Cloutier & Menou (2020), and Van Eylen et al. (2021) correctly separate super-Earths from sub-Neptunes for the sample’s mass range.
- ad hoc to paper The observed TOI/confirmed-planet sample’s metallicity distributions can be compared without completeness correction for the purpose of an intra-sample formation test.
read the original abstract
M dwarfs are the most common sites of planet formation in the Milky Way. Planet occurrence and composition are closely linked with the availability of metals in protoplanetary disks, which can be probed by measuring planet host star metallicities. In this work, we measure the metallicities ([M/H] and [Fe/H]) of 59 M dwarfs hosting 76 planets and candidates using medium-resolution near-infrared spectra collected with IRTF/SpeX. We combine these results with literature metallicity measurements for planet-hosting cool dwarfs, and present 86 stars hosting 142 candidate, validated, and confirmed planets with homogeneously derived stellar parameters. Using our updated stellar radii, we calculate planet radii from TESS transit depths for both the confirmed (N = 51, 0.6 - 12.5 R$_\oplus$, median $R_p$ = 1.8R$_\oplus$) and candidate (N = 25, 0.6 - 7.2 R$_\oplus$, median $R_p$ = 2.1R$_\oplus$) planets. We compare the metallicity distributions of super-Earth and sub-Neptune host stars, finding that M dwarfs hosting sub-Neptunes are statistically more metal-rich than those hosting super-Earths. This result is robust to the radius valley prescription used, and is likely not due to differences in the stellar samples considered. This result supports the hypothesized formation pathway whereby sub-Neptunes form beyond the water ice line where they can accrete volatiles before migrating inwards to their observed locations. The enhanced inventories of refractory elements throughout the disk and of volatiles beyond the ice line in metal-rich disks around low-mass stars may contribute to the preference seen in the observed planet sample for sub-Neptunes to orbit metal-rich M dwarfs.
Figures
Reference graph
Works this paper leans on
-
[3]
2020, , 159, 123, 10.3847/1538-3881/ab4fee
Agol , E., Luger , R., & Foreman-Mackey , D. 2020, , 159, 123, 10.3847/1538-3881/ab4fee
-
[5]
G., Delgado-Mena , E., Santos , N
Antoniadis-Karnavas , A., Sousa , S. G., Delgado-Mena , E., Santos , N. C., & Andreasen , D. T. 2024, A&A, 690, A58, 10.1051/0004-6361/202450722
-
[8]
Astropy Collaboration , Robitaille , T. P., Tollerud , E. J., et al. 2013, , 558, A33, 10.1051/0004-6361/201322068
-
[9]
Astropy Collaboration , Price-Whelan , A. M., Sip o cz , B. M., et al. 2018, , 156, 123, 10.3847/1538-3881/aabc4f
-
[10]
Astropy Collaboration , Price-Whelan , A. M., Lim , P. L., et al. 2022, , 935, 167, 10.3847/1538-4357/ac7c74
-
[11]
Barkaoui , K., Schwarz , R. P., Narita , N., et al. 2024, A&A, 687, A264, 10.1051/0004-6361/202349127
-
[12]
2025, A&A, 695, A281, 10.1051/0004-6361/202452916
Barkaoui , K., Korth , J., Gaidos , E., et al. 2025, A&A, 695, A281, 10.1051/0004-6361/202452916
-
[13]
Bean , J. L., Benedict , G. F., & Endl , M. 2006, ApJL, 653, L65, 10.1086/510527
-
[15]
Behmard , A., Ness , M. K., Casey , A. R., et al. 2025, ApJ, 982, 13, 10.3847/1538-4357/adaf1f
-
[18]
Bitsch , B., Raymond , S. N., & Izidoro , A. 2019, , 624, A109, 10.1051/0004-6361/201935007
-
[20]
2005, A&A, 442, 635, 10.1051/0004-6361:20053046
Bonfils , X., Delfosse , X., Udry , S., et al. 2005, A&A, 442, 635, 10.1051/0004-6361:20053046
-
[21]
Boss , A. P. 1997, Science, 276, 1836, 10.1126/science.276.5320.1836
-
[22]
Bowler , B. P., Blunt , S. C., & Nielsen , E. L. 2020, , 159, 63, 10.3847/1538-3881/ab5b11
-
[24]
Bryan , M. L., & Lee , E. J. 2025, ApJL, 982, L7, 10.3847/2041-8213/adb0bd
-
[28]
2021, , 656, A72, 10.1051/0004-6361/202140390
Burn , R., Schlecker , M., Mordasini , C., et al. 2021, , 656, A72, 10.1051/0004-6361/202140390
-
[29]
Burt , J. A., Hooton , M. J., Mamajek , E. E., et al. 2024, ApJL, 971, L12, 10.3847/2041-8213/ad5b52
-
[30]
Casey , A. R., Hogg , D. W., Ness , M., et al. 2016, arXiv e-prints, arXiv:1603.03040, 10.48550/arXiv.1603.03040
-
[31]
2020, MNRAS, 499, 5416, 10.1093/mnras/staa2353
Castro Gonz \'a lez , A., D \' ez Alonso , E., Men \'e ndez Blanco , J., et al. 2020, MNRAS, 499, 5416, 10.1093/mnras/staa2353
-
[32]
Castro-Gonz \'a lez , A., Demangeon , O. D. S., Lillo-Box , J., et al. 2023, A&A, 675, A52, 10.1051/0004-6361/202346550
-
[33]
2014, in Protostars and Planets VI, ed
Chabrier , G., Johansen , A., Janson , M., & Rafikov , R. 2014, in Protostars and Planets VI, ed. H. Beuther , R. S. Klessen , C. P. Dullemond , & T. Henning , 619--642, 10.2458/azu_uapress_9780816531240-ch027
-
[38]
S., Muirhead , P
Chittidi , J. S., Muirhead , P. S., Rojas-Ayala , B., & Jorgenson , R. A. 2019, in American Astronomical Society Meeting Abstracts, Vol. 233, American Astronomical Society Meeting Abstracts \#233, 140.01
2019
-
[39]
2020, AJ, 159, 211, 10.3847/1538-3881/ab8237
Cloutier , R., & Menou , K. 2020, AJ, 159, 211, 10.3847/1538-3881/ab8237
-
[41]
Cushing , M. C., Vacca , W. D., & Rayner , J. T. 2004, , 116, 362, 10.1086/382907
doi:10.1086/382907 2004
-
[42]
David , T. J., Mamajek , E. E., Vanderburg , A., et al. 2018, AJ, 156, 302, 10.3847/1538-3881/aaeed7
-
[44]
P., Livingston , J., Endl , M., et al
de Leon , J. P., Livingston , J., Endl , M., et al. 2021, MNRAS, 508, 195, 10.1093/mnras/stab2305
-
[45]
Diamond-Lowe , H., Kreidberg , L., Harman , C. E., et al. 2022, AJ, 164, 172, 10.3847/1538-3881/ac7807
-
[46]
L., Gonz \'a lez Hern \'a ndez , J
D \' ez Alonso , E., Su \'a rez G \'o mez , S. L., Gonz \'a lez Hern \'a ndez , J. I., et al. 2018 a , MNRAS, 476, L50, 10.1093/mnrasl/sly040
-
[47]
D \' ez Alonso , E., Gonz \'a lez Hern \'a ndez , J. I., Su \'a rez G \'o mez , S. L., et al. 2018 b , MNRAS, 480, L1, 10.1093/mnrasl/sly102
-
[49]
Dreizler , S., Crossfield , I. J. M., Kossakowski , D., et al. 2020, A&A, 644, A127, 10.1051/0004-6361/202038016
-
[50]
Dressing , C. D., & Charbonneau , D. 2013, ApJ, 767, 95, 10.1088/0004-637X/767/1/95
-
[53]
D., Hardegree-Ullman , K., Schlieder , J
Dressing , C. D., Hardegree-Ullman , K., Schlieder , J. E., et al. 2019, AJ, 158, 87, 10.3847/1538-3881/ab2895
-
[54]
Duque-Arribas , C., Montes , D., Tabernero , H. M., et al. 2023, ApJ, 944, 106, 10.3847/1538-4357/acacf6
-
[55]
Eastman , J. D., Rodriguez , J. E., Agol , E., et al. 2019, arXiv e-prints, arXiv:1907.09480, 10.48550/arXiv.1907.09480
-
[56]
2021, , 656, A69, 10.1051/0004-6361/202038553
Emsenhuber , A., Mordasini , C., Burn , R., et al. 2021, , 656, A69, 10.1051/0004-6361/202038553
-
[58]
2022, A&A, 666, A10, 10.1051/0004-6361/202243731
Esparza-Borges , E., Parviainen , H., Murgas , F., et al. 2022, A&A, 666, A10, 10.1051/0004-6361/202243731
-
[59]
2022, AJ, 163, 133, 10.3847/1538-3881/ac4af0
Espinoza , N., Pall \'e , E., Kemmer , J., et al. 2022, AJ, 163, 133, 10.3847/1538-3881/ac4af0
-
[62]
2021, arXiv e-prints, arXiv:2105.01994
Foreman-Mackey , D., Luger , R., Agol , E., et al. 2021, arXiv e-prints, arXiv:2105.01994. 2105.01994
Pith/arXiv arXiv 2021
-
[63]
2021, exoplanet-dev/exoplanet v0.5.1, 10.5281/zenodo.1998447
Foreman-Mackey, D., Savel, A., Luger, R., et al. 2021, exoplanet-dev/exoplanet v0.5.1, 10.5281/zenodo.1998447
-
[64]
Fulton , B. J., Petigura , E. A., Howard , A. W., et al. 2017, AJ, 154, 109, 10.3847/1538-3881/aa80eb
-
[67]
Gan , T., Lin , Z., Wang , S. X., et al. 2022, MNRAS, 511, 83, 10.1093/mnras/stab3708
-
[68]
V., D \'e vora-Pajares , M., et al
Ghachoui , M., Rackham , B. V., D \'e vora-Pajares , M., et al. 2024, A&A, 690, A263, 10.1051/0004-6361/202451120
-
[69]
Ghezzi , L., Montet , B. T., & Johnson , J. A. 2018, , 860, 109, 10.3847/1538-4357/aac37c
-
[70]
Giacalone , S., Dressing , C. D., Jensen , E. L. N., et al. 2021, , 161, 24, 10.3847/1538-3881/abc6af
-
[72]
2017, NatAs, 1, 0056, 10.1038/s41550-017-0056
Gillon , M., Demory , B.-O., Van Grootel , V., et al. 2017, NatAs, 1, 0056, 10.1038/s41550-017-0056
-
[73]
Ginsburg , A., Sip o cz , B. M., Brasseur , C. E., et al. 2019, AJ, 157, 98, 10.3847/1538-3881/aafc33
-
[74]
Gomez Barrientos , J., Knutson , H. A., Saidel , M., et al. 2026, AJ, 171, 99, 10.3847/1538-3881/ae246f
-
[75]
Gore , R., Giacalone , S., Dressing , C. D., et al. 2024, ApJS, 271, 48, 10.3847/1538-4365/ad2c0c
-
[76]
Gunn , J. E., Siegmund , W. A., Mannery , E. J., et al. 2006, AJ, 131, 2332, 10.1086/500975
doi:10.1086/500975 2006
-
[78]
Gupta , A., & Schlichting , H. E. 2019, MNRAS, 487, 24, 10.1093/mnras/stz1230
-
[80]
Hardegree-Ullman , K. K., Cushing , M. C., Muirhead , P. S., & Christiansen , J. L. 2019, AJ, 158, 75, 10.3847/1538-3881/ab21d2
-
[81]
Harris, C. R., Millman, K. J., van der Walt, S. J., et al. 2020, Nature, 585, 357, 10.1038/s41586-020-2649-2
-
[82]
Hartman , J. D., Bakos , G. \'A ., Csubry , Z., et al. 2023, AJ, 166, 163, 10.3847/1538-3881/acf56e
-
[83]
Hejazi , N., De Robertis , M. M., & Dawson , P. C. 2015, AJ, 149, 140, 10.1088/0004-6256/149/4/140
-
[84]
Henry , T. J., & Jao , W.-C. 2024, ARA&A, 62, 593, 10.1146/annurev-astro-052722-102740
-
[86]
Ho , C. S. K., Rogers , J. G., Van Eylen , V., Owen , J. E., & Schlichting , H. E. 2024, MNRAS, 531, 3698, 10.1093/mnras/stae1376
-
[87]
Hoffman , M. D., & Gelman , A. 2011, arXiv e-prints, arXiv:1111.4246, 10.48550/arXiv.1111.4246
-
[88]
Hord , B. J., Kempton , E. M.-R., Evans-Soma , T. M., et al. 2024, AJ, 167, 233, 10.3847/1538-3881/ad3068
-
[89]
2024, AJ, 167, 289, 10.3847/1538-3881/ad4115
Hori , Y., Fukui , A., Hirano , T., et al. 2024, AJ, 167, 289, 10.3847/1538-3881/ad4115
-
[90]
Howard , A. W., Marcy , G. W., Bryson , S. T., et al. 2012, ApJS, 201, 15, 10.1088/0067-0049/201/2/15
-
[91]
Hunter, J. D. 2007, Computing in Science & Engineering, 9, 90, 10.1109/MCSE.2007.55
-
[93]
Jenkins , J. M., Twicken , J. D., McCauliff , S., et al. 2016, in Society of Photo-Optical Instrumentation Engineers (SPIE) Conference Series, Vol. 9913, Software and Cyberinfrastructure for Astronomy IV, ed. G. Chiozzi & J. C. Guzman , 99133E, 10.1117/12.2233418
-
[95]
2017, AREPS, 45, 359, 10.1146/annurev-earth-063016-020226
Johansen , A., & Lambrechts , M. 2017, AREPS, 45, 359, 10.1146/annurev-earth-063016-020226
-
[97]
E., Stef \'a nsson , G., Masuda , K., et al
Jones , S. E., Stef \'a nsson , G., Masuda , K., et al. 2024, AJ, 168, 93, 10.3847/1538-3881/ad55ea
-
[100]
2023, PASJ, 75, 713, 10.1093/pasj/psad031
Kagetani , T., Narita , N., Kimura , T., et al. 2023, PASJ, 75, 713, 10.1093/pasj/psad031
-
[101]
Kanodia , S., Stefansson , G., Ca \ n as , C. I., et al. 2021, AJ, 162, 135, 10.3847/1538-3881/ac1940
-
[102]
Kanodia , S., Gupta , A. F., Ca \ n as , C. I., et al. 2024, AJ, 168, 235, 10.3847/1538-3881/ad7796
-
[103]
2020, A&A, 642, A236, 10.1051/0004-6361/202038967
Kemmer , J., Stock , S., Kossakowski , D., et al. 2020, A&A, 642, A236, 10.1051/0004-6361/202038967
-
[104]
Kipping , D. M. 2013, , 435, 2152, 10.1093/mnras/stt1435
-
[105]
A., Rix , H.-W., Aerts , C., et al
Kollmeier , J. A., Rix , H.-W., Aerts , C., et al. 2026, AJ, 171, 52, 10.3847/1538-3881/ae0576
-
[106]
2021, A&A, 656, A124, 10.1051/0004-6361/202141587
Kossakowski , D., Kemmer , J., Bluhm , P., et al. 2021, A&A, 656, A124, 10.1051/0004-6361/202141587
-
[108]
Kumar, R., Carroll, C., Hartikainen, A., & Martin, O. A. 2019, The Journal of Open Source Software, 10.21105/joss.01143
-
[111]
M., Gratadour , D., Chauvin , G., et al
Lagrange , A. M., Gratadour , D., Chauvin , G., et al. 2009, , 493, L21, 10.1051/0004-6361:200811325
-
[112]
Lee , E. J., & Chiang , E. 2015, , 811, 41, 10.1088/0004-637X/811/1/41
-
[113]
J., Karalis , A., & Thorngren , D
Lee , E. J., Karalis , A., & Thorngren , D. P. 2022, ApJ, 941, 186, 10.3847/1538-4357/ac9c66
-
[115]
Lightkurve Collaboration , Cardoso , J. V. d. M., Hedges , C., et al. 2018, Lightkurve: Kepler and TESS time series analysis in Python , Astrophysics Source Code Library. 1812.013
2018
-
[117]
Lopez , E. D., & Rice , K. 2018, MNRAS, 479, 5303, 10.1093/mnras/sty1707
-
[119]
2019, , 157, 64, 10.3847/1538-3881/aae8e5
Luger , R., Agol , E., Foreman-Mackey , D., et al. 2019, , 157, 64, 10.3847/1538-3881/aae8e5
-
[121]
Luque , R., Fulton , B. J., Kunimoto , M., et al. 2022 a , A&A, 664, A199, 10.1051/0004-6361/202243834
-
[122]
2022 b , A&A, 666, A154, 10.1051/0004-6361/202244426
Luque , R., Nowak , G., Hirano , T., et al. 2022 b , A&A, 666, A154, 10.1051/0004-6361/202244426
-
[124]
MacDougall , M. G., Petigura , E. A., Gilbert , G. J., et al. 2023, , 166, 33, 10.3847/1538-3881/acd557
discussion (0)
Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.