REVIEW 3 major objections 5 minor 110 references
Asteroseismology of Carbon-Deficient Red Giants: Merger Products of Hierarchical Triple Systems?
T0 review · 3 major / 5 minor · reviewed 2026-08-15 · deepseek-v4-flash
Pith's one-line read Asteroseismic masses show that most carbon-deficient giants are low-mass core-helium-burning stars with two formation channels.
desk verdict The seismic measurements are solid and the low-mass red-clump conclusion likely right; the Group 2α reduction and hierarchical-triple merger story are more fragile than the abstract implies. 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 load-bearing tool is the scaling relation for the frequency of maximum oscillation power, $\nu_{\rm max}$, which follows $\nu_{\rm max} \propto g\,T_{\rm eff}^{-1/2}$ and, combined with luminosity and temperature, gives mass through $M \propto \nu_{\rm max}\,L\,T_{\rm eff}^{-7/2}$ using solar reference values. Because $\nu_{\rm max}$ can be measured even when the large frequency separation $\Delta\nu$ is too uncertain, especially in short TESS light curves, it is the one seismic quantity available for most of the 43 detected CDGs. The second carrying device is the [Na/Fe] versus [C+N+O/Fe] abundance plane, which cleanly separates the groups; for Group 2$\alpha$ the argument is carried by a CNO bookkeeping exercise: assume no ON cycling, scaled-solar initial [N/Fe], and conserved [C+N+O/Fe], and the observed extreme [N/Fe] is reproduced by CN burning of an initially carbon-enhanced, $\alpha$-enhanced composition.
What would settle it
Take a larger sample of Group 2alpha CDGs and measure oxygen and nitrogen isotope ratios plus [C+N+O/Fe] at high spectral resolution; then test star by star whether assuming no ON cycling, scaled-solar initial [N/Fe], and conserved [C+N+O/Fe] reproduces the observed high [N/Fe] after full CN burning. If the nitrogen excess persists despite an initially enhanced carbon abundance, or if oxygen isotopes betray ON-cycle products, the helium-white-dwarf merger interpretation for that group would lose its chemical foundation.
Extended reading notes
Core claim
The paper's central claim is that carbon-deficient giants are predominantly low-mass ($M \lesssim 2\,M_\odot$) core helium-burning red clump stars, not the intermediate-mass stars they were long assumed to be, and that their chemical and asteroseismic properties point to two distinct formation routes. In the 43 stars with clear solar-like oscillations, seismic masses from $\nu_{\rm max}$ place 79% below two solar masses. In the [Na/Fe] versus [C+N+O/Fe] abundance plane the sample separates into three groups, but two of them, Group 2 and Group 2$\alpha$, share temperature, gravity, mass, sodium, and carbon-isotope properties, differing only in initial $\alpha$-element abundances; the paper therefore reduces three groups to two. Group 1's normal sodium and scaled-solar CNO abundances fit partial CN processing during a core helium-flash mixing episode, while the more massive, sodium-enhanced, more CNO-processed Groups 2 and 2$\alpha$ are interpreted as products of helium white dwarf mergers, with the wide binaries among Group 2$\alpha$ suggesting hierarchical triple systems whose inner pair merged. The unchanged total [C+N+O] across all groups rules out AGB-pollution scenarios.
Load-bearing premise
The merger story for the most chemically processed group rests on the assumptions that no oxygen-to-nitrogen cycling occurred, that these stars started with solar-relative nitrogen, and that their total carbon-nitrogen-oxygen content has not changed; if any of those assumptions fails, that group could be a genuinely separate formation channel.
Editorial extensions
If this is right
- The CDG population is mostly low-mass red clump stars, with only one clear red-giant-branch candidate in the seismic sample.
- Three chemical groups reduce to two, meaning one formation scenario can be dropped from the census.
- Group 1 CDGs are likely products of flash-induced mixing at the core helium flash, not mergers, based on their normal mass distribution and solar sodium.
- Groups 2 and 2alpha are likely merger products, with helium white dwarf mergers in hierarchical triples being the most consistent explanation for their high masses, wide binary companions, and processed chemistry.
- Spectroscopic surface gravities are systematically offset from seismic values, so asteroseismic constraints are needed for reliable masses and gravities of chemically peculiar giants.
- Lithium enrichment across all groups links CDGs to the broader population of lithium-rich giants, suggesting a shared mixing or merger origin.
Reading between the lines
- If the flash-induced mixing regime proposed for Group 1 is real, it predicts a population of lithium-rich red clump stars with normal masses and solar sodium; that prediction could be checked in larger samples of lithium-rich giants.
- The hierarchical triple merger scenario implies that surviving wide companions of Group 2alpha CDGs should show dynamical signatures of the merger, such as eccentric orbits or misaligned spins, which could be tested with Gaia astrometry and radial-velocity monitoring.
- Because the $\nu_{\rm max}$-only mass scale avoids the corrections needed for $\Delta\nu$-based masses, it could be applied to other chemically peculiar giants where spectroscopic gravity is unreliable, such as lithium-rich or barium-enhanced stars.
- The identification of Group 2alpha as initially $\alpha$-enhanced suggests that abundance surveys of thick-disk stars could predict where additional CDGs of this type will be found.
Signed reviews
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper presents an asteroseismic analysis of the known population of carbon-deficient giants (CDGs), using Kepler, K2, and TESS light curves for 129 stars and detecting solar-like oscillations in 43 of them. The authors measure νmax with the pyMON pipeline, validate their measurements against literature values (mean fractional difference 0.7% relative to Yu et al. and Zhou et al.), and derive seismic masses from the νmax scaling relation, finding that roughly 79% of the detected CDGs have M ≲ 2 M⊙. They split the sample into three chemical groups—Group 1, Group 2, and Group 2α—on the basis of [Na/Fe] and [C+N+O/Fe], and then argue that Group 2α is an α-enhanced counterpart of Group 2, effectively reducing the three groups to two. They propose that Group 1 formed through core He-flash mixing and that Groups 2 and 2α formed through helium white dwarf mergers, possibly in hierarchical triple systems. The paper also reports a systematic offset between spectroscopic and seismic log g and argues against AGB pollution based on unchanged [C+N+O/Fe].
Significance. If the mass and grouping results hold, this is a substantial advance: it would overturn the long-standing view that CDGs are predominantly intermediate-mass stars, establish a predominantly low-mass core-He-burning population, and provide a two-channel formation framework that can be tested with future binarity surveys and merger modeling. The strength of the paper is its observational core: the νmax measurements are externally validated, the masses come from a standard scaling relation without fitted parameters, and the detection biases are analyzed transparently. The main weakness is that the reduction of Groups 2 and 2α to a single channel rests on an untested chemical assumption, and the abstract and conclusion overstate both the log g offset and the confidence in the hierarchical-triple merger scenario.
major comments (3)
- [Section 4.5.2 and Figure 13] The reduction of Groups 2 and 2α to a single formation channel rests on three assumptions—(i) no ON cycling, (ii) initially scaled-solar [N/Fe], and (iii) conserved [C+N+O/Fe]—and these assumptions are asserted rather than tested. The observed [O/Fe] ≈ +0.2 for Group 2α (Table 3) is below the +0.3 to +0.5 expected for α-enhanced thick-disk stars at [Fe/H] ≈ −0.2, which is the signature expected if partial ON cycling has converted O to N. Under that alternative, the high [N/Fe] of Group 2α can be produced from a Group 2-like initial composition processed at higher temperature, and the inferred enhanced initial [C/Fe] becomes an artifact of the CN-only assumption rather than evidence for an α-rich initial composition. Since the effective reduction to two groups and the hierarchical-triple merger scenario for Groups 2 and 2α in Section 4.6.2 depend on this step, and since the binary evidence is concentrated in Group 2α (10/17 = 59% vs. 2/16 = 12.5% for Group 2), the paper's central formation claim is currently supported by an untested chemical prior. I request a quantitative test: a grid of ON-cycling models, or an independent diagnostic such as O isotopes or Al abundances, to determine whether [N/Fe] and [O/Fe] can be jointly reproduced without an enhanced initial C abundance.
- [Abstract and Section 5, item 5] The abstract and Conclusion item 5 state that spectroscopic log g is systematically offset from seismic values, but Section 4.4.3 reports log g_spec − log g_seis = 0.06 ± 0.22 dex and explicitly states that this is consistent with zero; the APOGEE-only offset is 0.02 ± 0.12 dex. As written, the headline claim is not supported by the reported statistic. Either provide a significance test showing a nonzero offset for the full sample, or revise the abstract and conclusion to describe the offset as marginal and sample-dependent.
- [Section 4.6.2 and Table 4] The hierarchical-triple interpretation is based on five Group 2α systems with projected separations of roughly 5,000–41,000 au, and the paper itself notes that the binary sample is biased toward wide systems and that 5/17 is only a lower limit. Given that Group 2 has a 12.5% binary fraction and that the chemical similarity with Group 2α is the premise under dispute, the current evidence does not warrant the phrase 'likely formed through mergers involving helium white dwarfs, possibly in hierarchical triples' as stated in the abstract and conclusion. The scenario should be presented as a hypothesis pending dedicated binarity and radial-velocity monitoring.
minor comments (5)
- [Section 4.5.1 and Table 3] Section 4.5.1 says Group 2α has an average [C+N+O/Fe] enhancement of +0.4 dex, while Table 3 lists a mode of +0.3 dex; specify whether the text refers to the mean and reconcile the values.
- [Section 4.5.2 / 4.6.2 / 3.1] There are several typos: 'Overbundances' in Section 4.5.2, 'heirarchical' in Section 4.6.2, and 'one our main aims' in Section 3.1.
- [Figure 13] The vertical shaded region is described in the text both as the upper limit of the CDG sample's N enhancement and as the highest N possible for scaled-solar composition if the ON cycle is activated after all C is burned to N; these two definitions should be separated in the caption.
- [Equation (4)] Equation (4) is introduced as the non-seismic mass determination without a reference for the scaling relation; add a citation for reader convenience.
- [Abstract and Section 2] The abstract says '129 stars observed by Kepler, K2, and TESS' while the introduction states the full known sample is 158 CDGs; clarify that 129 is the subset with mission coverage, or justify the phrase 'entire known CDG population'.
Circularity Check
Group 2α nitrogen 'reproduction' is fixed by construction, and the two-group reduction rests on it.
-
self definitional
[Section 4.5.2 (Deciphering Group 2α), paragraph beginning 'We checked this quantitatively...']
"We checked this quantitatively by assuming that (i) no ON cycling had occurred (so the current [O/Fe] is the same as the initial), (ii) the initial [N/Fe] was scaled-solar (as seen in observations of α-rich stars), and (iii) that the current [C+N+O/Fe] has not changed from the initial value. This gives an enhanced initial [C/Fe], which, when burned through the CN cycle, results in high N abundances, since C is much more abundant than N. Using this method on a star-by-star basis, we matched almost all of the [N/Fe] values currently observed in the Group 2α CDGs."
Under assumptions (i)–(iii), conservation of C+N+O with unchanged O forces C_init + N_init = C_obs + N_obs. With N_init fixed at scaled-solar, C_init is algebraically C_obs + N_obs − N_sun. Burning C to N then gives N_final = C_init + N_init − C_obs = N_obs exactly. The 'match' to the observed [N/Fe] is therefore guaranteed by construction rather than being an independent test of the enhanced-initial-C hypothesis. The paper uses this match as the quantitative basis for concluding that Group 2α CDGs are 'just α-rich counterparts of the Group 2 CDGs,' so the effective reduction of three groups to two rests on a self-consistent fit, not on a prediction.
full rationale
The asteroseismic mass determination is self-contained and not circular: νmax is measured from Kepler/K2/TESS light curves with the pyMON pipeline, luminosities come from Gaia distances and photometry, and masses follow from the standard scaling relation without fitting any parameter to force the low-mass result. The νmax measurements are checked against external literature values (Yu et al. 2018, 2020; Zhou et al. 2024), with mean fractional difference 0.7%, so that chain is independently supported. The circularity is localized to the chemical group-reduction claim in Section 4.5.2. There, the initial [C/Fe] needed to 'reproduce' the extreme [N/Fe] of Group 2α is derived by algebra from the observed N and O under the no-ON-cycling and solar-initial-N assumptions, making the subsequent match tautological. This is a partial circularity because the conclusion that Group 2 and Group 2α belong to one formation channel depends on that constructed match, while other ingredients (mass bias, high Na, low C, binary fraction, wide orbits) are independent but do not by themselves distinguish the α-rich vs. distinct-channel interpretations. No load-bearing self-citation chain or imported uniqueness theorem was found; citations to Maben et al. (2023a) are for sample lineage and are backed by external references such as Zhang & Jeffery (2013) and Shariat et al. (2025). Score 6 reflects one central 'prediction' that reduces by construction, with the rest of the analysis retaining independent content.
Assumptions & free parameters
assumptions (6)
- domain assumption Standard asteroseismic scaling relations (Eqs. 1, 2, 5) are valid for carbon-deficient giants.
- domain assumption nu_max-only mass scaling is reliable for luminous RC/EAGB stars without f_Delta_nu corrections.
- ad hoc to paper Group 2alpha stars experienced no ON cycling, had initially scaled-solar [N/Fe], and kept [C+N+O/Fe] unchanged.
- ad hoc to paper Core He-flash can induce an intermediate CN(O) mixing regime that matches Group 1 chemical patterns.
- domain assumption AGB third dredge-up increases [C+N+O], so unchanged CNO rules out AGB pollution.
- domain assumption Hierarchical triple inner-binary mergers leave wide tertiaries, as shown by Shariat et al. 2025 simulations.
Cite this review
Pith. "Pith review of Asteroseismology of Carbon-Deficient Red Giants: Merger Products of Hierarchical Triple Systems?." pith.science (2026). https://pith.science/paper/6GFTSWDR
@misc{pith2026250819509,
author = {Pith},
title = {Pith review of: Asteroseismology of Carbon-Deficient Red Giants: Merger Products of Hierarchical Triple Systems?},
year = {2026},
howpublished = {\url{https://pith.science/paper/6GFTSWDR}},
note = {Machine review of arXiv:2508.19509}
}
abstract
Carbon-deficient giants (CDGs) are a rare and chemically peculiar class of stars whose origins remain under active investigation. We present an asteroseismic analysis of the entire known CDG population, selecting 129 stars observed by $Kepler$, K2, and TESS to obtain seismic constraints. We detect solar-like oscillations in 43 CDGs. By measuring $\nu_{\rm max}$ and applying seismic scaling relations, we determine precise masses for these stars, finding that 79\% are low-mass ($M \lesssim 2~M_\odot$). The luminosity distribution is bimodal, and the CDGs separate into three chemically and evolutionarily distinct groups, characterized by clear trends in sodium and CNO abundances, $\alpha$-element enhancement, and kinematics. We find that two of these groups are only distinguished by their initial $\alpha$-element abundances, thus effectively reducing the number of groups to two. Lithium enrichment is common across all groups, linking CDGs to lithium-rich giants and suggesting a shared evolutionary origin. We find that spectroscopic $\log g$ is systematically offset from seismic values. Group~1 CDG patterns are most consistent with formation through core He-flash mixing, while the more massive and more chemically processed Groups~2 and 2$\alpha$ likely formed through mergers involving helium white dwarfs, possibly in hierarchical triples. Pollution from AGB stars appears very unlikely, given the unchanged [C+N+O] abundance across all groups.
Figures
Figures from the paper (12 more)
Reference graph
Works this paper leans on
-
[2]
2022, , 259, 35, 10.3847/1538-4365/ac4414
Abdurro'uf , Accetta , K., Aerts , C., et al. 2022, , 259, 35, 10.3847/1538-4365/ac4414
-
[3]
Adamczak , J., & Lambert , D. L. 2013, , 765, 155, 10.1088/0004-637X/765/2/155
-
[4]
Adibekyan , V. Z., Santos , N. C., Sousa , S. G., & Israelian , G. 2011, , 535, L11, 10.1051/0004-6361/201118240
-
[5]
1999, , 140, 261, 10.1051/aas:1999521
Alonso , A., Arribas , S., & Mart \' nez-Roger , C. 1999, , 140, 261, 10.1051/aas:1999521
-
[6]
Ash , A. L., Pinsonneault , M. H., Vrard , M., & Zinn , J. C. 2025, , 979, 135, 10.3847/1538-4357/ad9b18
-
[7]
Astropy Collaboration , Robitaille , T. P., Tollerud , E. J., et al. 2013, , 558, A33, 10.1051/0004-6361/201322068
-
[8]
Astropy Collaboration , Price-Whelan , A. M., Sip o cz , B. M., et al. 2018, , 156, 123, 10.3847/1538-3881/aabc4f
-
[9]
Bailer-Jones , C. A. L., Rybizki , J., Fouesneau , M., Demleitner , M., & Andrae , R. 2021, , 161, 147, 10.3847/1538-3881/abd806
Show all 110 references
-
[10]
Bidelman , W. P. 1951, , 113, 304, 10.1086/145399
1951 doi
-
[11]
P., & MacConnell , D
Bidelman , W. P., & MacConnell , D. J. 1973, , 78, 687, 10.1086/111475
1973 doi
-
[12]
Bond , H. E. 2019, , 887, 12, 10.3847/1538-4357/ab4e13
2019 doi
-
[13]
A., Sneden , C., Lambert , D
Brown , J. A., Sneden , C., Lambert , D. L., & Dutchover , Jr., E. 1989, , 71, 293, 10.1086/191375
1989 doi
-
[14]
M., Gilliland , R
Brown , T. M., Gilliland , R. L., Noyes , R. W., & Ramsey , L. W. 1991, , 368, 599, 10.1086/169725
1991 doi
-
[15]
A., Tenenbaum , P., Twicken , J
Caldwell , D. A., Tenenbaum , P., Twicken , J. D., et al. 2020, Research Notes of the American Astronomical Society, 4, 201, 10.3847/2515-5172/abc9b3
2020 doi
-
[16]
Cannon , A. J. 1912, Annals of Harvard College Observatory, 56, 65
1912
-
[17]
R., Ho , A
Casey , A. R., Ho , A. Y. Q., Ness , M., et al. 2019, , 880, 125, 10.3847/1538-4357/ab27bf
2019 doi
-
[18]
Caughlan , G. R. 1965, , 141, 688, 10.1086/148155
1965 doi
-
[19]
J., & Miglio , A
Chaplin , W. J., & Miglio , A. 2013, Annual Review of Astronomy and Astrophysics, 51, 353, 10.1146/annurev-astro-082812-140938
2013 doi
-
[20]
2022, The Journal of Open Source Software, 7, 3331, 10.21105/joss.03331
Chontos , A., Huber , D., Sayeed , M., & Yamsiri , P. 2022, The Journal of Open Source Software, 7, 3331, 10.21105/joss.03331
2022 doi
-
[21]
L., Huber , D., Bedding , T
Colman , I. L., Huber , D., Bedding , T. R., et al. 2017, , 469, 3802, 10.1093/mnras/stx1056
2017 doi
-
[22]
J., Patience , J., Wilson , P
De Rosa , R. J., Patience , J., Wilson , P. A., et al. 2014, , 437, 1216, 10.1093/mnras/stt1932
2014 doi
- [23]
-
[24]
2002, VizieR Online Data Catalog: CCDM (Catalog of Components of Double & Multiple stars) (Dommanget+ 2002) , VizieR On-line Data Catalog: I/274
Dommanget , J., & Nys , O. 2002, VizieR Online Data Catalog: CCDM (Catalog of Components of Double & Multiple stars) (Dommanget+ 2002) , VizieR On-line Data Catalog: I/274. Originally published in: Observations et Travaux 54, 5 (2002)
2002
- [25]
-
[26]
El-Badry , K., Rix , H.-W., & Heintz , T. M. 2021, , 506, 2269, 10.1093/mnras/stab323
2021 doi
-
[27]
2022, VizieR Online Data Catalog: Gaia DR3 Part 4
Gaia Collaboration . 2022, VizieR Online Data Catalog: Gaia DR3 Part 4. Variability (Gaia Collaboration, 2022) , VizieR On-line Data Catalog: I/358. Originally published in: 2023A&A...674A...1G
2022
-
[28]
Gaia Collaboration , Prusti , T., de Bruijne , J. H. J., et al. 2016, , 595, A1, 10.1051/0004-6361/201629272
2016 doi
-
[29]
Gaia Collaboration , Brown , A. G. A., Vallenari , A., et al. 2018, , 616, A1, 10.1051/0004-6361/201833051
2018 doi
-
[30]
Gaia Collaboration , Vallenari , A., Brown , A. G. A., et al. 2023, , 674, A1, 10.1051/0004-6361/202243940
2023 doi
-
[31]
2016, , 54, 95, 10.1146/annurev-astro-081915-023354
Girardi , L. 2016, , 54, 95, 10.1146/annurev-astro-081915-023354
2016 doi
-
[32]
M., Schlafly , E., Zucker , C., Speagle , J
Green , G. M., Schlafly , E., Zucker , C., Speagle , J. S., & Finkbeiner , D. 2019, , 887, 93, 10.3847/1538-4357/ab5362
2019 doi
-
[33]
Grevesse , N., Asplund , M., & Sauval , A. J. 2007, , 130, 105, 10.1007/s11214-007-9173-7
2007 doi
-
[34]
R., Millman , K
Harris , C. R., Millman , K. J., van der Walt , S. J., et al. 2020, , 585, 357, 10.1038/s41586-020-2649-2
2020 doi
-
[35]
Hekker , S., & Johnson , J. A. 2019, , 487, 4343, 10.1093/mnras/stz1554
2019 doi
-
[36]
A., & Pereira , C
Holanda , N., Drake , N. A., & Pereira , C. B. 2023, , 518, 4038, 10.1093/mnras/stac3343
2023 doi
-
[37]
Holanda , N., Flaulhabe , T., Quispe-Huaynasi , F., Sonally , A., & Pereira , C. B. 2024, , 971, 152, 10.3847/1538-4357/ad58bf
2024 doi
-
[38]
B., Oswalt , T
Holberg , J. B., Oswalt , T. D., Sion , E. M., Barstow , M. A., & Burleigh , M. R. 2013, , 435, 2077, 10.1093/mnras/stt1433
2013 doi
-
[39]
A., Hasselquist , S., Shetrone , M., et al
Holtzman , J. A., Hasselquist , S., Shetrone , M., et al. 2018, , 156, 125, 10.3847/1538-3881/aad4f9
2018 doi
-
[40]
S., et al
Hon , M., Huber , D., Kuszlewicz , J. S., et al. 2021, , 919, 131, 10.3847/1538-4357/ac14b1
2021 doi
-
[41]
W., Kalup , C., Stello , D., & De Silva , G
Howell , M., Campbell , S. W., Kalup , C., Stello , D., & De Silva , G. M. 2025, , 536, 1389, 10.1093/mnras/stae2686
2025 doi
-
[42]
W., Stello , D., & De Silva , G
Howell , M., Campbell , S. W., Stello , D., & De Silva , G. M. 2022, , 515, 3184, 10.1093/mnras/stac1918
2022 doi
- [43]
-
[44]
X., Vanderburg , A., P \'a l , A., et al
Huang , C. X., Vanderburg , A., P \'a l , A., et al. 2020 a , Research Notes of the American Astronomical Society, 4, 204, 10.3847/2515-5172/abca2e
2020 doi
-
[45]
2020 b , Research Notes of the American Astronomical Society, 4, 206, 10.3847/2515-5172/abca2d
---. 2020 b , Research Notes of the American Astronomical Society, 4, 206, 10.3847/2515-5172/abca2d
2020 doi
- [46]
-
[47]
R., Stello , D., et al
Huber , D., Bedding , T. R., Stello , D., et al. 2011, , 743, 143, 10.1088/0004-637X/743/2/143
2011 doi
-
[48]
Hunter , J. D. 2007, Computing in Science and Engineering, 9, 90, 10.1109/MCSE.2007.55
2007 doi
-
[49]
1984, , 105, 329, 10.1016/0370-1573(84)90142-X
Iben , I., & Renzini , A. 1984, , 105, 329, 10.1016/0370-1573(84)90142-X
1984 doi
- [50]
-
[51]
G., Jeffery , C
Izzard , R. G., Jeffery , C. S., & Lattanzio , J. 2007, , 470, 661, 10.1051/0004-6361:20077457
2007 doi
-
[52]
2012, , 754, 44, 10.1088/0004-637X/754/1/44
Janson , M., Hormuth , F., Bergfors , C., et al. 2012, , 754, 44, 10.1088/0004-637X/754/1/44
2012 doi
-
[53]
M., Caldwell , D
Jenkins , J. M., Caldwell , D. A., Chandrasekaran , H., et al. 2010, , 713, L87, 10.1088/2041-8205/713/2/L87
2010 doi
-
[54]
M., Twicken , J
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
2016 doi
-
[55]
2016, , 595, A60, 10.1051/0004-6361/201629356
Jofr \'e , P., Jorissen , A., Van Eck , S., et al. 2016, , 595, A60, 10.1051/0004-6361/201629356
2016 doi
-
[56]
I., & Lattanzio , J
Karakas , A. I., & Lattanzio , J. C. 2014, , 31, e030, 10.1017/pasa.2014.21
2014 doi
-
[57]
2019, , 623, A72, 10.1051/0004-6361/201834371
Kervella , P., Arenou , F., Mignard , F., & Th \'e venin , F. 2019, , 623, A72, 10.1051/0004-6361/201834371
2019 doi
-
[58]
2022, , 657, A7, 10.1051/0004-6361/202142146
Kervella , P., Arenou , F., & Th \'e venin , F. 2022, , 657, A7, 10.1051/0004-6361/202142146
2022 doi
- [59]
-
[60]
2015, Astronomy and Computing, 11, 119, 10.1016/j.ascom.2015.02.007
Kovaleva , D., Kaygorodov , P., Malkov , O., Debray , B., & Oblak , E. 2015, Astronomy and Computing, 11, 119, 10.1016/j.ascom.2015.02.007
2015 doi
-
[61]
B., Reddy , B
Kumar , Y. B., Reddy , B. E., Campbell , S. W., et al. 2020, Nature Astronomy, 4, 1059, 10.1038/s41550-020-1139-7
2020 doi
-
[62]
B., Reddy , B
Kumar , Y. B., Reddy , B. E., & Lambert , D. L. 2011, , 730, L12, 10.1088/2041-8205/730/1/L12
2011 doi
-
[63]
R., Murphy , S
Li , Y., Bedding , T. R., Murphy , S. J., et al. 2022, Nature Astronomy, 6, 673, 10.1038/s41550-022-01648-5
2022 doi
-
[64]
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, record ascl:1812.013
2018
- [65]
-
[66]
2016, , 152, 100, 10.3847/0004-6256/152/4/100
Luger , R., Agol , E., Kruse , E., et al. 2016, , 152, 100, 10.3847/0004-6256/152/4/100
2016 doi
-
[67]
W., Kumar , Y
Maben , S., Campbell , S. W., Kumar , Y. B., Reddy , B. E., & Zhao , G. 2023 a , , 957, 18, 10.3847/1538-4357/acf611
2023 doi
-
[68]
B., Reddy , B
Maben , S., Kumar , Y. B., Reddy , B. E., Campbell , S. W., & Zhao , G. 2023 b , , 525, 4554, 10.1093/mnras/stad2490
2023 doi
-
[69]
P., Stello , D., Montet , B
Malla , S. P., Stello , D., Montet , B. T., et al. 2024, , 534, 1775, 10.1093/mnras/stae2179
2024 doi
-
[70]
L., & Shetrone , M
Martell , S. L., & Shetrone , M. D. 2013, , 430, 611, 10.1093/mnras/sts661
2013 doi
-
[71]
D., Wycoff , G
Mason , B. D., Wycoff , G. L., Hartkopf , W. I., Douglass , G. G., & Worley , C. E. 2001, , 122, 3466, 10.1086/323920
2001 doi
-
[72]
2017, , 597, L3, 10.1051/0004-6361/201629938
Masseron , T., & Hawkins , K. 2017, , 597, L3, 10.1051/0004-6361/201629938
2017 doi
-
[73]
2024, , 685, A59, 10.1051/0004-6361/202245762
Matsuno , T., Starkenburg , E., Balbinot , E., & Helmi , A. 2024, , 685, A59, 10.1051/0004-6361/202245762
2024 doi
-
[74]
2009, , 501, 659, 10.1051/0004-6361/200811414
Moc \'a k , M., M \"u ller , E., Weiss , A., & Kifonidis , K. 2009, , 501, 659, 10.1051/0004-6361/200811414
2009 doi
-
[75]
2014, , 564, A119, 10.1051/0004-6361/201322810
Morel , T., Miglio , A., Lagarde , N., et al. 2014, , 564, A119, 10.1051/0004-6361/201322810
2014 doi
-
[76]
B., Kajino , T., & Famiano , M
Mori , K., Kusakabe , M., Balantekin , A. B., Kajino , T., & Famiano , M. A. 2021, , 503, 2746, 10.1093/mnras/stab595
2021 doi
-
[77]
2014, , 572, L5, 10.1051/0004-6361/201425039
Mosser , B., Benomar , O., Belkacem , K., et al. 2014, , 572, L5, 10.1051/0004-6361/201425039
2014 doi
-
[78]
B., et al
Nepal , S., Chiappini , C., Queiroz , A. B., et al. 2024, , 688, A167, 10.1051/0004-6361/202449445
2024 doi
-
[79]
McWilliam, M
Nissen, A. McWilliam, M. Rauch , ed. 2004, Origin and Evolution of the Elements , ed. Nissen, A. McWilliam, M. Rauch
2004
-
[80]
2016, , 587, A42, 10.1051/0004-6361/201526566
Palacios , A., Jasniewicz , G., Masseron , T., et al. 2016, , 587, A42, 10.1051/0004-6361/201526566
2016 doi
-
[81]
2012, , 538, A68, 10.1051/0004-6361/201117988
Palacios , A., Parthasarathy , M., Bharat Kumar , Y., & Jasniewicz , G. 2012, , 538, A68, 10.1051/0004-6361/201117988
2012 doi
- [82]
-
[83]
H., Elsworth , Y., Epstein , C., et al
Pinsonneault , M. H., Elsworth , Y., Epstein , C., et al. 2014, , 215, 19, 10.1088/0067-0049/215/2/19
2014 doi
-
[84]
H., Elsworth , Y
Pinsonneault , M. H., Elsworth , Y. P., Tayar , J., et al. 2018, , 239, 32, 10.3847/1538-4365/aaebfd
2018 doi
-
[85]
2016, , 152, 41, 10.3847/0004-6256/152/2/41
Pr s a , A., Harmanec , P., Torres , G., et al. 2016, , 152, 41, 10.3847/0004-6256/152/2/41
2016 doi
-
[86]
A., Henry , T
Raghavan , D., McAlister , H. A., Henry , T. J., et al. 2010, , 190, 1, 10.1088/0067-0049/190/1/1
2010 doi
-
[87]
W., et al
Riello , M., De Angeli , F., Evans , D. W., et al. 2021, , 649, A3, 10.1051/0004-6361/202039587
2021 doi
-
[88]
F., & Finkbeiner , D
Schlafly , E. F., & Finkbeiner , D. P. 2011, , 737, 103, 10.1088/0004-637X/737/2/103
2011 doi
-
[89]
J., Finkbeiner , D
Schlegel , D. J., Finkbeiner , D. P., & Davis , M. 1998, , 500, 525, 10.1086/305772
1998 doi
-
[90]
2020, , 901, L18, 10.3847/2041-8213/abb45f
Schwab , J. 2020, , 901, L18, 10.3847/2041-8213/abb45f
2020 doi
-
[91]
2017, , 233, 23, 10.3847/1538-4365/aa97df
Serenelli , A., Johnson , J., Huber , D., et al. 2017, , 233, 23, 10.3847/1538-4365/aa97df
2017 doi
-
[92]
2025, , 978, 47, 10.3847/1538-4357/ad944a
Shariat , C., Naoz , S., El-Badry , K., et al. 2025, , 978, 47, 10.3847/1538-4357/ad944a
2025 doi
-
[93]
C., Stumpe , M
Smith , J. C., Stumpe , M. C., Van Cleve , J. E., et al. 2012, , 124, 1000, 10.1086/667697
2012 doi
-
[94]
S., & Gallagher , John S., I
Sparke , L. S., & Gallagher , John S., I. 2007, Galaxies in the Universe
2007
-
[95]
2008, , 674, L53, 10.1086/528936
Stello , D., Bruntt , H., Preston , H., & Buzasi , D. 2008, , 674, L53, 10.1086/528936
2008 doi
-
[96]
J., Basu , S., Elsworth , Y., & Bedding , T
Stello , D., Chaplin , W. J., Basu , S., Elsworth , Y., & Bedding , T. R. 2009, , 400, L80, 10.1111/j.1745-3933.2009.00767.x
2009
-
[97]
2022, , 512, 1677, 10.1093/mnras/stac414
Stello , D., Saunders , N., Grunblatt , S., et al. 2022, , 512, 1677, 10.1093/mnras/stac414
2022 doi
-
[98]
Stetson , P. B. 2000, , 112, 925, 10.1086/316595
2000 doi
-
[99]
Taylor , M. B. 2005, in Astronomical Society of the Pacific Conference Series, Vol. 347, Astronomical Data Analysis Software and Systems XIV, ed. P. Shopbell , M. Britton , & R. Ebert , 29
2005
-
[100]
Van Rossum, G., & Drake, F. L. 2009, Python 3 Reference Manual (Scotts Valley, CA: CreateSpace)
2009
-
[101]
Vanderburg , A., & Johnson , J. A. 2014, , 126, 948, 10.1086/678764
2014 doi
-
[102]
A., Irwin , M., Shetrone , M
Venn , K. A., Irwin , M., Shetrone , M. D., et al. 2004, , 128, 1177, 10.1086/422734
2004 doi
-
[103]
E., et al
Virtanen , P., Gommers , R., Oliphant , T. E., et al. 2020, Nature Methods, 17, 261, 10.1038/s41592-019-0686-2
2020 doi
-
[104]
2016, , 588, A87, 10.1051/0004-6361/201527259
Vrard , M., Mosser , B., & Samadi , R. 2016, , 588, A87, 10.1051/0004-6361/201527259
2016 doi
-
[105]
2010, in P roceedings of the 9th P ython in S cience C onference, ed
W es M c K inney. 2010, in P roceedings of the 9th P ython in S cience C onference, ed. S t\'efan van der W alt & J arrod M illman, 56 -- 61, 10.25080/Majora-92bf1922-00a
2010 doi
-
[106]
2021, Nature Astronomy, 5, 86, 10.1038/s41550-020-01217-8
Yan , H.-L., Zhou , Y.-T., Zhang , X., et al. 2021, Nature Astronomy, 5, 86, 10.1038/s41550-020-01217-8
2021 doi
-
[107]
R., Stello , D., et al
Yu , J., Bedding , T. R., Stello , D., et al. 2020, , 493, 1388, 10.1093/mnras/staa300
2020 doi
-
[108]
R., et al
Yu , J., Huber , D., Bedding , T. R., et al. 2018, , 236, 42, 10.3847/1538-4365/aaaf74
2018 doi
-
[109]
Zhang , X., & Jeffery , C. S. 2013, , 430, 2113, 10.1093/mnras/stt035
2013 doi
-
[110]
S., Li , Y., & Bi , S
Zhang , X., Jeffery , C. S., Li , Y., & Bi , S. 2020, , 889, 33, 10.3847/1538-4357/ab5e89
2020 doi
-
[111]
2024, , 271, 17, 10.3847/1538-4365/ad18db
Zhou , J., Bi , S., Yu , J., et al. 2024, , 271, 17, 10.3847/1538-4365/ad18db
2024 doi
Reviewed August 15, 2026 · model on record in the stance chip above.
Discussion (0). Continue with ORCID to comment.