REVIEW 3 major objections 4 minor 1 cited by
Magnetic activity evolution of solar-like stars: II. $S_{\rm ph}$-Ro evolution of Kepler main-sequence targets
T0 review · 3 major / 4 minor · reviewed 2026-08-07 · deepseek-v4-flash
Pith's one-line read For G and K dwarfs, photometric activity $S_{\rm ph}$ is not a monotonic function of Rossby number: it dips near $Ro/R_\odot \sim 0.3$, peaks near 0.4, and only then declines, while F dwarfs show almost no dependence.
desk verdict A valuable large-sample Sph–Ro map; the dip claim needs a monotonic-null test before it carries the physics. 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 Rossby number $\mathrm{Ro} = P_{\rm rot}/\tau_c$, with the convective overturn timescale $\tau_c$ from YREC stellar evolution models fitted to $T_{\rm eff}$, $[\mathrm{Fe}/\mathrm{H}]$, and luminosity, evaluated one pressure scale height above the base of the convection zone and normalized by the model solar value $\mathrm{Ro}_\odot = 2.16$, organizes the activity measurements. The paper locates the dip and peak by binning stars in $\mathrm{Ro}/\mathrm{Ro}_\odot$ and fitting second-order polynomials to the 95th-percentile $S_{\rm ph}$ values per bin, and uses the upper envelope of the diagram as a proxy for stars observed near maximum activity at favorable inclination.
What would settle it
Compute the dip location using an independent determination of the convective overturn timescale—for instance from asteroseismic modeling of a subset of Kepler targets—and check whether the dip remains at $Ro/R_\odot \sim 0.3$; if it shifts or disappears, the placement is an artifact of the YREC $\tau_c$ values.
Extended reading notes
Core claim
The central discovery is that the $S_{\rm ph}$–Rossby diagram for main-sequence Kepler stars is structured by spectral type: a localized dip in $S_{\rm ph}$ around $Ro/R_\odot \sim 0.3$ for G and K dwarfs, a nearby peak near $Ro/R_\odot \sim 0.39$, a flattened, near-zero slope for early F dwarfs that strengthens as effective temperature increases, and an enhanced level of activity above the solar Rossby number for G dwarfs. The paper recovers the overall decrease of activity with increasing Rossby number that defines the unsaturated regime, but shows that this decrease is interrupted in the low-Rossby part of the diagram, that the dip is coincident with the intermediate rotation-period gap, and that it can be understood as the moment when the radiative interior and convective envelope begin exchanging angular momentum. The Sun's measured activity range falls within that of its Kepler solar analogs, placing it near the transition to the high-Rossby activity increase rather than at an extreme.
Load-bearing premise
The central claim assumes that the model-computed convective overturn timescales used to build the Rossby numbers are correct and equally reliable for F, G, and K dwarfs; if those timescales carry systematic errors that depend on spectral type, the location of the dip and the spectral-type differences could be artifacts of the models rather than real changes in magnetic activity.
Editorial extensions
If this is right
- A Sun-like star's spin-down evolution passes through an activity dip at about 0.3 times the solar Rossby number, then a small peak, before entering the long declining branch.
- The activity–Rossby relation cannot be merged across spectral types; F dwarfs must be handled separately because of their shallow convection zones.
- The intermediate rotation-period gap and the activity dip share a common origin, likely the onset of core–envelope angular momentum coupling.
- Metal-rich Sun-like stars sustain higher spot-driven photometric variability than metal-poor stars at the same Rossby number, a difference attributed to deeper convective zones.
- The Sun is not unusually inactive for its parameters; its activity falls inside the range of its Kepler solar analogs, near the transition to the high-Rossby activity increase.
Reading between the lines
- If the dip marks core–envelope coupling, its location in $\mathrm{Ro}/\mathrm{Ro}_\odot$ should shift with stellar mass; checking whether lower-mass stars enter the dip at a different Rossby number would test that connection.
- The flattening of the F-dwarf relation may partly reflect a selection bias, since spot-modulation detection is harder in hotter, more rapidly rotating stars; cross-checks with flare-based activity samples that do not rely on rotational modulation would clarify this.
- Because the YREC $\tau_c$ values set the absolute Rossby scale, recomputing the diagram with alternative $\tau_c$ prescriptions (semi-empirical or seismic) would show how robust the 0.3 normalization is.
- The high-Rossby activity enhancement for G dwarfs gives an observational target for the predicted transition to anti-solar differential rotation, and could be searched for in chromospheric indices of slowly rotating field stars.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. This paper uses the Kepler rotation-period catalog of Santos et al. (2019, 2021) and the photometric activity index S_ph to study how magnetic activity varies with Rossby number Ro = P_rot/tau_c for main-sequence F, G, and K dwarfs. Convective overturn timescales are computed from YREC stellar models through the kiauhoku interpolation tool. After removing likely binaries and selecting main-sequence stars, the sample contains about 38,600 stars. The central empirical claims are that the S_ph–Ro diagram is structured by spectral type: G and K dwarfs show a localized dip in S_ph near Ro/Ro_sun ~ 0.3 followed by a peak near 0.4, F dwarfs show little or no dependence of S_ph on Ro, G dwarfs show enhanced activity above the solar Rossby number, and the Sun's activity is comparable to that of spectroscopically selected solar analogs. The dip is interpreted as associated with the intermediate rotation-period gap and possible core–envelope angular-momentum coupling. The paper also confirms that metal-rich stars have systematically higher S_ph at fixed Ro than metal-poor stars.
Significance. If the non-monotonic, mass-dependent behavior is real, the result provides an important observational constraint on dynamo models and angular-momentum evolution, going beyond the classic saturated/unsaturated dichotomy. The paper's strengths include a large sample (38,000+ stars), careful treatment of binaries and evolutionary state, explicit use of a machine-readable table, and a direct comparison of the Sun with solar analogs in the same S_ph–Ro plane. However, the central dip claim is identified through a percentile-based estimator in sparse bins and is not tested against a monotonic null model, so its robustness is not yet established. The paper is honest about sample limitations and about uncertainties in tau_c, but several of those limitations affect the load-bearing interpretation.
major comments (3)
- [Section 4.3 and Figure 7] The existence of the dip is established entirely from the 95th percentile of S_ph in bins of width 0.0025 Ro/Ro_sun and a second-order polynomial fit to those percentiles, with no significance test against a monotonic null hypothesis. This is a load-bearing issue because the sample is restricted to stars with detected rotation periods (detection rates 51%, 31.1%, and 29.3% for K, G, and F dwarfs, as stated in Section 4.3), and the intermediate rotation-period gap produces low-occupancy bins at exactly the Rossby numbers where the dip is reported. In percentile-based upper-envelope estimation, bins with very small n have a downward-biased sample 95th percentile, so a spurious dip can appear even if the underlying relation is monotonic. The apparent confirmation in Figure 7—that stars near the intermediate period gap are located near the dip—is not independent evidence, since the gap imprinted on the sample would produce exactly that pattern. I request a null-hypothesis test, for example injecting a monotonic S_ph(Ro) relation through the observed occupancy and detection function, or a bootstrap/jackknife over bins that quantifies whether the dip depth exceeds the sparse-bin bias.
- [Section 4.3] The quoted dip locations, 0.294 ± 0.058 Ro_sun for K dwarfs and 0.286 ± 0.077 Ro_sun for G dwarfs, do not propagate any of the observational or modeling uncertainties in S_ph, P_rot, or tau_c. As written, the error bars reflect only the scatter of the percentile points around the polynomial fit. Since the central quantitative claim is the location of the dip, the paper should either propagate all sources of uncertainty into the dip position or explicitly state that the quoted uncertainties are procedural and not estimates of the total error.
- [Section 3 and Appendix A] The spectral-type dependence of the S_ph–Ro diagram and the location of the dip depend directly on the model-derived tau_c, since Ro = P_rot/tau_c. Appendix A compares several tau_c prescriptions (Noyes, Legacy, fluid-based) only qualitatively in Figure 9 and does not test whether the reported dip survives when an alternative tau_c is used. If YREC tau_c carries a spectral-type-dependent systematic offset, the F/G/K differences and the Ro/Ro_sun ~ 0.3 feature could be artifacts of the modeling rather than real changes in magnetic activity. I recommend a explicit robustness test: recompute the dip location with at least one alternative tau_c prescription, or demonstrate that the dip is present in P_rot for narrow effective-temperature slices, where tau_c is nearly constant.
minor comments (4)
- [Section 6 vs Section 4.1] The final sample size is given as 38,930 stars in Section 6 but as 38,593 stars in Section 4.1; the discrepancy should be reconciled.
- [Title page] The title contains a typo: 'ofKepler' should read 'of Kepler'.
- [Figure 1 and Section 4.2] The figure caption describes the dotted lines as 'yellow', while the text in Section 4.2 calls them 'orange'; the color description should be made consistent.
- [Figure 6 caption] The caption says the median values are computed in 'bins of 0.1 dex', but the text describes bins of 0.1 in Ro/Ro_sun; the caption should be corrected.
Circularity Check
No significant circularity: Sph, Prot, and τc are independent inputs, and the reported features are empirical descriptions rather than derived predictions.
full rationale
The paper's central claims are observational characterizations: Sph is measured from Kepler photometry, Prot comes from the Santos et al. (2019, 2021) rotation catalog, and τc is computed from YREC stellar models fitted to Teff, [Fe/H], and L via kiauhoku. Equation 1, Ro = Prot/τc, is a definition, but neither input is defined in terms of Sph or in terms of the final Sph-Ro features. The dip location at Ro/Ro⊙ ~ 0.3 is obtained by binning Sph and fitting a quadratic to the 95th percentile; this is a descriptive statistic, not a prediction, and no fitted parameter is later relabeled as an independent result. The association between the dip and the intermediate period gap uses the same rotation-period catalog, but Ro is not equal to Prot by construction (τc varies with stellar parameters), so the correspondence is an empirical correlation rather than a logical identity. Self-citations appear mainly as provenance for data, pipelines, and model grids (e.g., Santos et al. 2019, 2021; Mathur et al. 2014a; Claytor et al. 2020); they are not used to forbid alternatives or to import a uniqueness theorem. The skeptical concern that sparse bins near the period gap could bias percentile estimates is a statistical robustness critique, not a circularity: it does not show that any output is equivalent to an input by definition. No circular step can be exhibited with a quoted reduction, so the appropriate finding is no significant circularity.
Assumptions & free parameters
assumptions (4)
- domain assumption YREC stellar models provide reliable convective overturn timescales.
- domain assumption Sph is a valid proxy for magnetic activity despite inclination and active-longitude projection.
- domain assumption The binary-removal and main-sequence cuts do not bias the Sph-Ro trends.
- domain assumption Stellar parameters from CFOP, APOGEE, LAMOST, B20, and DR25 are consistent enough for spectral-type binning.
Cite this review
Pith. "Pith review of Magnetic activity evolution of solar-like stars: II. $S_{\rm ph}$-Ro evolution of Kepler main-sequence targets." pith.science (2026). https://pith.science/paper/RMGKYFIC
@misc{pith2026250210109,
author = {Pith},
title = {Pith review of: Magnetic activity evolution of solar-like stars: II. $S_\rm ph$-Ro evolution of Kepler main-sequence targets},
year = {2026},
howpublished = {\url{https://pith.science/paper/RMGKYFIC}},
note = {Machine review of arXiv:2502.10109}
}
abstract
There is now a large sample of stars observed by the Kepler satellite with measured rotation periods and photometric activity index $S_{\rm ph}$. We use this data, in conjunction with stellar interiors models, to explore the interplay of magnetism, rotation, and convection. Stellar activity proxies other than $S_{\rm ph}$ are correlated with the Rossby number, $Ro$, or ratio of rotation period to convective overturn timescale. We compute the latter using the Yale Rotating Evolution Code stellar models. We observe different $S_{\rm ph}$-$Ro$ relationships for different stellar spectral types. Though the overall trend of decreasing magnetic activity versus $Ro$ is recovered, we find a localized dip in $S_{\rm ph}$ around $Ro/Ro_{\odot} \sim$\,0.3 for the G and K dwarfs. F dwarfs show little to no dependence of $S_{\rm ph}$ on $Ro$ due to their shallow convective zones; further accentuated as $T_{\rm eff}$ increases. The dip in activity for the G and K dwarfs corresponds to the intermediate rotation period gap, suggesting that the dip in $S_{\rm ph}$ could be associated with the redistribution of angular momentum between the core and convective envelope inside stars. For G-type stars, we observe enhanced magnetic activity above solar $Ro$. Compared to other Sun-like stars with similar effective temperature and metallicity, we find that the Sun's current level of magnetic activity is comparable to its peers and lies near the transition to increasing magnetic activity at high $Ro$. We confirm that metal-rich stars have a systematically larger $S_{\rm ph}$ level than metal-poor stars, which is likely a consequence of their deeper convective zones.
Figures
Figures from the paper (7 more)
Forward citations
Cited by 1 Pith paper
-
Hints of enhanced magnetic activity after the intermediate rotation period gap as traced by the chromospheric Ca ii infrared triplet
Main-sequence Kepler stars exhibit enhanced chromospheric Ca II IRT activity after the intermediate-period gap, paralleling the photospheric Sph signature.
Reference graph
Works this paper leans on
-
[1]
2020, ApJS, 249, 3, doi: 10.3847/1538-4365/ab929e
Ahumada, R., Allende Prieto, C., Almeida, A., et al. 2020, ApJS, 249, 3, doi: 10.3847/1538-4365/ab929e
-
[2]
Amard, L., & Matt, S. P. 2020, ApJ, 889, 108, doi: 10.3847/1538-4357/ab6173
-
[3]
Angus, R., Beane, A., Price-Whelan, A. M., et al. 2020, AJ, 160, 90, doi: 10.3847/1538-3881/ab91b2
-
[4]
Augustson, K. C., Brun, A. S., & Toomre, J. 2013, ApJ, 777, 153, doi: 10.1088/0004-637X/777/2/153 —. 2019, ApJ, 876, 83, doi: 10.3847/1538-4357/ab14ea
-
[5]
Bahcall, J. N., Pinsonneault, M. H., & Basu, S. 2001, ApJ, 555, 990, doi: 10.1086/321493
doi:10.1086/321493 2001
-
[6]
Baliunas, S. L., Donahue, R. A., Soon, W. H., et al. 1995, ApJ, 438, 269, doi: 10.1086/175072
doi:10.1086/175072 1995
-
[7]
Barnes, S. A. 2003, ApJL, 586, L145, doi: 10.1086/374681
-
[8]
Basri, G., & Nguyen, H. T. 2018, ApJ, 863, 190, doi: 10.3847/1538-4357/aad3b6
Show all 120 references
-
[9]
M., & Reiners, A
Basri, G., Walkowicz, L. M., & Reiners, A. 2013, ApJ, 769, 37, doi: 10.1088/0004-637X/769/1/37
2013 doi
-
[10]
M., Batalha, N., et al
Basri, G., Walkowicz, L. M., Batalha, N., et al. 2010, ApJL, 713, L155, doi: 10.1088/2041-8205/713/2/L155 —. 2011, AJ, 141, 20, doi: 10.1088/0004-6256/141/1/20
2010 doi
-
[11]
B., Mary, D., et al
Bazot, M., Nielsen, M. B., Mary, D., et al. 2018, A&A, 619, L9, doi: 10.1051/0004-6361/201834251
2018 doi
-
[12]
G., Grossmann, D
Beck, P. G., Grossmann, D. H., Steinwender, L., et al. 2024, A&A, 682, A7, doi: 10.1051/0004-6361/202346810
2024 doi
-
[13]
2023, A&A, 680, A27, doi: 10.1051/0004-6361/202347095
Benomar, O., Takata, M., Bazot, M., et al. 2023, A&A, 680, A27, doi: 10.1051/0004-6361/202347095
2023 doi
-
[14]
A., Huber, D., van Saders, J
Berger, T. A., Huber, D., van Saders, J. L., et al. 2020, AJ, 159, 280, doi: 10.3847/1538-3881/159/6/280
2020 doi
-
[15]
2022, ApJL, 939, L26, doi: 10.3847/2041-8213/ac9c05
Bonanno, A., & Corsaro, E. 2022, ApJL, 939, L26, doi: 10.3847/2041-8213/ac9c05
2022 doi
-
[16]
J., Koch, D., Basri, G., et al
Borucki, W. J., Koch, D., Basri, G., et al. 2010, Science, 327, 977, doi: 10.1126/science.1185402
2010 doi
-
[17]
Brandenburg, A., & Giampapa, M. S. 2018, ApJL, 855, L22, doi: 10.3847/2041-8213/aab20a
2018 doi
-
[18]
Brandenburg, A., Mathur, S., & Metcalfe, T. S. 2017, ApJ, 845, 79, doi: 10.3847/1538-4357/aa7cfa
2017 doi
-
[19]
N., Santos, A
Breton, S. N., Santos, A. R. G., Bugnet, L., et al. 2021, A&A, 647, A125, doi: 10.1051/0004-6361/202039947
2021 doi
-
[20]
P., Miesch, M
Brown, B. P., Miesch, M. S., Browning, M. K., Brun, A. S., & Toomre, J. 2011a, ApJ, 731, 69, doi: 10.1088/0004-637X/731/1/69
-
[21]
M., Garc ´ ıa, R
Brown, T. M., Garc ´ ıa, R. A., Mathur, S., Metcalfe, T. S., & Santos, ˆA. R. G. 2021, ApJ, 916, 66, doi: 10.3847/1538-4357/ac0635
2021 doi
-
[22]
M., Latham, D
Brown, T. M., Latham, D. W., Everett, M. E., & Esquerdo, G. A. 2011b, AJ, 142, 112, doi: 10.1088/0004-6256/142/4/112
-
[23]
S., & Browning, M
Brun, A. S., & Browning, M. K. 2017, Living Reviews in Solar Physics, 14, 4, doi: 10.1007/s41116-017-0007-8
2017 doi
-
[24]
S., Miesch, M
Brun, A. S., Miesch, M. S., & Toomre, J. 2004, ApJ, 614, 1073, doi: 10.1086/423835
2004 doi
-
[25]
S., Strugarek, A., Noraz, Q., et al
Brun, A. S., Strugarek, A., Noraz, Q., et al. 2022, ApJ, 926, 21, doi: 10.3847/1538-4357/ac469b
2022 doi
-
[26]
S., Strugarek, A., Varela, J., et al
Brun, A. S., Strugarek, A., Varela, J., et al. 2017, ApJ, 836, 192, doi: 10.3847/1538-4357/aa5c40
2017 doi
-
[27]
Cao, L., & Pinsonneault, M. H. 2022, MNRAS, 517, 2165, doi: 10.1093/mnras/stac2706
2022 doi
-
[28]
H., & van Saders, J
Cao, L., Pinsonneault, M. H., & van Saders, J. L. 2023, ApJL, 951, L49, doi: 10.3847/2041-8213/acd780
2023 doi
-
[29]
2017, A&A, 605, A111, doi: 10.1051/0004-6361/201629884
Ceillier, T., Tayar, J., Mathur, S., et al. 2017, A&A, 605, A111, doi: 10.1051/0004-6361/201629884
2017 doi
-
[30]
2017, A&A, 605, A102, doi: 10.1051/0004-6361/201526724
Charbonnel, C., Decressin, T., Lagarde, N., et al. 2017, A&A, 605, A102, doi: 10.1051/0004-6361/201526724
2017 doi
-
[31]
R., van Saders, J
Claytor, Z. R., van Saders, J. L., Santos, ˆA. R. G., et al. 2020, ApJ, 888, 43, doi: 10.3847/1538-4357/ab5c24
2020 doi
-
[32]
2021, A&A, 652, L2, doi: 10.1051/0004-6361/202141395
Corsaro, E., Bonanno, A., Mathur, S., et al. 2021, A&A, 652, L2, doi: 10.1051/0004-6361/202141395
2021 doi
-
[33]
R., & Saar, S
Cranmer, S. R., & Saar, S. H. 2011, ApJ, 741, 54, doi: 10.1088/0004-637X/741/1/54
2011 doi
-
[34]
J., Angus, R., Curtis, J
David, T. J., Angus, R., Curtis, J. L., et al. 2022, ApJ, 933, 114, doi: 10.3847/1538-4357/ac6dd3
2022 doi
-
[35]
Straka, C. W. 2008, Ap&SS, 316, 31, doi: 10.1007/s10509-007-9698-y do Nascimento, J. D., J., de Almeida, L., Velloso, E. N., et al. 2020, ApJ, 898, 173, doi: 10.3847/1538-4357/ab9c16
2008 doi
-
[36]
F., Lehmann, L
Donati, J. F., Lehmann, L. T., Cristofari, P. I., et al. 2023, MNRAS, 525, 2015, doi: 10.1093/mnras/stad2301
2023 doi
-
[37]
2016, ApJS, 222, 8, doi: 10.3847/0067-0049/222/1/8
Dotter, A. 2016, ApJS, 222, 8, doi: 10.3847/0067-0049/222/1/8
2016 doi
-
[38]
2008, ApJS, 178, 89, doi: 10.1086/589654
Dotter, A., Chaboyer, B., Jevremovi´ c, D., et al. 2008, ApJS, 178, 89, doi: 10.1086/589654
2008 doi
-
[39]
K., Vaughan, A
Duncan, D. K., Vaughan, A. H., Wilson, O. C., et al. 1991, ApJS, 76, 383, doi: 10.1086/191572
1991 doi
-
[40]
J., Brun, A
Finley, A. J., Brun, A. S., Strugarek, A., & Cameron, R. 2024, A&A, 684, A92, doi: 10.1051/0004-6361/202347862
2024 doi
-
[41]
J., & Matt, S
Finley, A. J., & Matt, S. P. 2018, ApJ, 854, 78, doi: 10.3847/1538-4357/aaaab5 20 Mathur et al. Fr¨ ohlich, C., Romero, J., Roth, H., et al. 1995, SoPh, 162, 101, doi: 10.1007/BF00733428
2018 doi
-
[42]
R., Cochran, W
Furlan, E., Ciardi, D. R., Cochran, W. D., et al. 2018, ApJ, 861, 149, doi: 10.3847/1538-4357/aaca34 Gaia Collaboration, Brown, A. G. A., Vallenari, A., et al. 2018, A&A, 616, A1, doi: 10.1051/0004-6361/201833051
2018 doi
-
[43]
2013, A&A, 556, A36, doi: 10.1051/0004-6361/201321302 Garc ´ ıa, R
Gallet, F., & Bouvier, J. 2013, A&A, 556, A36, doi: 10.1051/0004-6361/201321302 Garc ´ ıa, R. A., Mathur, S., Salabert, D., et al. 2010, Science, 329, 1032, doi: 10.1126/science.1191064 Garc ´ ıa, R. A., Ceillier, T., Salabert, D., et al. 2014, A&A, 572, A34, doi: 10.1051/0004...
2013 doi
-
[44]
2013, A&A, 549, L5, doi: 10.1051/0004-6361/201220317
Gastine, T., Morin, J., Duarte, L., et al. 2013, A&A, 549, L5, doi: 10.1051/0004-6361/201220317
2013 doi
-
[45]
Gilman, P. A. 1979, ApJ, 231, 284, doi: 10.1086/157191
1979 doi
- [46]
-
[47]
A., Davenport, J
Gordon, T. A., Davenport, J. R. A., Angus, R., et al. 2021, ApJ, 913, 70, doi: 10.3847/1538-4357/abf63e
2021 doi
-
[48]
J., Catala, C., Samadi, R., et al
Goupil, M. J., Catala, C., Samadi, R., et al. 2024, A&A, 683, A78, doi: 10.1051/0004-6361/202348111
2024 doi
-
[49]
J., Davies, G
Hall, O. J., Davies, G. R., van Saders, J., et al. 2021, Nature Astronomy, 5, 707, doi: 10.1038/s41550-021-01335-x
2021 doi
-
[50]
2022, arXiv e-prints, arXiv:2206.05439
Holl, B., Sozzetti, A., Sahlmann, J., et al. 2022, arXiv e-prints, arXiv:2206.05439. https://arxiv.org/abs/2206.05439
2022 arXiv
-
[51]
M., et al
Huber, D., Silva Aguirre, V., Matthews, J. M., et al. 2014, ApJS, 211, 2, doi: 10.1088/0067-0049/211/1/2 I¸ sık, E., Solanki, S. K., Krivova, N. A., & Shapiro, A. I. 2018, A&A, 620, A177, doi: 10.1051/0004-6361/201833393
2014 doi
-
[52]
Jouve, L., & Brun, A. S. 2007, A&A, 474, 239, doi: 10.1051/0004-6361:20077070
2007 doi
-
[53]
S., Arlt, R., et al
Jouve, L., Brun, A. S., Arlt, R., et al. 2008, A&A, 483, 949, doi: 10.1051/0004-6361:20078351 K¨ apyl¨ a, P. J. 2022, ApJL, 931, L17, doi: 10.3847/2041-8213/ac6e6b
2008 doi
-
[54]
B., Tomar, A., & Vashishth, V
Karak, B. B., Tomar, A., & Vashishth, V. 2020, MNRAS, 491, 3155, doi: 10.1093/mnras/stz3220
2020 doi
-
[55]
S., Santos, ˆA
Karoff, C., Metcalfe, T. S., Santos, ˆA. R. G., et al. 2018, ApJ, 852, 46, doi: 10.3847/1538-4357/aaa026
2018 doi
-
[56]
Kawaler, S. D. 1988, ApJ, 333, 236, doi: 10.1086/166740
1988 doi
-
[57]
Kraft, R. P. 1967, ApJ, 150, 551, doi: 10.1086/149359
1967 doi
-
[58]
R., Mendes, L
Landin, N. R., Mendes, L. T. S., Vaz, L. P. R., & Alencar, S. H. P. 2023, MNRAS, 519, 5304, doi: 10.1093/mnras/stac3823
2023 doi
-
[59]
2024, ApJ, 963, 102, doi: 10.3847/1538-4357/ad1e59
Li, C., & Basri, G. 2024, ApJ, 963, 102, doi: 10.3847/1538-4357/ad1e59
2024 doi
-
[60]
2007, Atmos
Liu, Y., Liang, X., & Weisberg, R. 2007, Atmos. and Ocean Tech., 24, 2093
2007
-
[61]
L., Curtis, J
Lu, Y. L., Curtis, J. L., Angus, R., David, T. J., & Hattori, S. 2022, AJ, 164, 251, doi: 10.3847/1538-3881/ac9bee
2022 doi
-
[62]
N., Silva Aguirre, V., Davies, G
Lund, M. N., Silva Aguirre, V., Davies, G. R., et al. 2017, ApJ, 835, 172, doi: 10.3847/1538-4357/835/2/172
2017 doi
-
[63]
C., Petit, P., Jeffers, S
Marsden, S. C., Petit, P., Jeffers, S. V., et al. 2014, MNRAS, 444, 3517, doi: 10.1093/mnras/stu1663
2014 doi
-
[64]
2022, ApJ, 933, 195, doi: 10.3847/1538-4357/ac7527
Masuda, K. 2022, ApJ, 933, 195, doi: 10.3847/1538-4357/ac7527
2022 doi
-
[65]
A., Bugnet, L., et al
Mathur, S., Garc ´ ıa, R. A., Bugnet, L., et al. 2019, Frontiers in Astronomy and Space Sciences, 6, 46, doi: 10.3389/fspas.2019.00046
2019
-
[66]
A., & Ceillier, T
Mathur, S., Salabert, D., Garc ´ ıa, R. A., & Ceillier, T. 2014a, Journal of Space Weather and Space Climate, 4, A15, doi: 10.1051/swsc/2014011
-
[67]
A., R´ egulo, C., et al
Mathur, S., Garc ´ ıa, R. A., R´ egulo, C., et al. 2010, A&A, 511, A46, doi: 10.1051/0004-6361/200913266
2010 doi
-
[68]
A., Ballot, J., et al
Mathur, S., Garc ´ ıa, R. A., Ballot, J., et al. 2014b, A&A, 562, A124, doi: 10.1051/0004-6361/201322707
-
[69]
M., et al
Mathur, S., Huber, D., Batalha, N. M., et al. 2017, ApJS, 229, 30, doi: 10.3847/1538-4365/229/2/30
2017 doi
-
[70]
R., Santos, ˆA
Mathur, S., Claytor, Z. R., Santos, ˆA. R. G., et al. 2023, ApJ, 952, 131, doi: 10.3847/1538-4357/acd118
2023 doi
-
[71]
2015, ApJL, 799, L23, doi: 10.1088/2041-8205/799/2/L23
Chabrier, G. 2015, ApJL, 799, L23, doi: 10.1088/2041-8205/799/2/L23
2015 doi
-
[72]
2013, MNRAS, 432, 1203, doi: 10.1093/mnras/stt536
McQuillan, A., Aigrain, S., & Mazeh, T. 2013, MNRAS, 432, 1203, doi: 10.1093/mnras/stt536
2013 doi
-
[73]
2014, ApJS, 211, 24, doi: 10.1088/0067-0049/211/2/24
McQuillan, A., Mazeh, T., & Aigrain, S. 2014, ApJS, 211, 24, doi: 10.1088/0067-0049/211/2/24
2014 doi
- [74]
-
[75]
S., Strassmeier, K
Metcalfe, T. S., Strassmeier, K. G., Ilyin, I. V., et al. 2023, ApJL, 948, L6, doi: 10.3847/2041-8213/acce38
2023 doi
-
[76]
Meunier, N., & Lagrange, A. M. 2019, A&A, 629, A42, doi: 10.1051/0004-6361/201935651
2019 doi
-
[77]
2021, SoPh, 296, 54, doi: 10.1007/s11207-021-01797-2
Nandy, D. 2021, SoPh, 296, 54, doi: 10.1007/s11207-021-01797-2
2021 doi
-
[78]
N., Brun, A
Noraz, Q., Breton, S. N., Brun, A. S., et al. 2022, A&A, 667, A50, doi: 10.1051/0004-6361/202243890
2022 doi
-
[79]
S., & Strugarek, A
Noraz, Q., Brun, A. S., & Strugarek, A. 2024, A&A, 684, A156, doi: 10.1051/0004-6361/202347939
2024 doi
-
[80]
W., Hartmann, L
Noyes, R. W., Hartmann, L. W., Baliunas, S. L., Duncan, D. K., & Vaughan, A. H. 1984, ApJ, 279, 763, doi: 10.1086/161945
1984 doi
-
[81]
J., & Mamajek, E
Pecaut, M. J., & Mamajek, E. E. 2013, ApJS, 208, 9, doi: 10.1088/0067-0049/208/1/9
2013 doi
-
[82]
H., Kawaler, S
Pinsonneault, M. H., Kawaler, S. D., & Demarque, P. 1990, ApJS, 74, 501, doi: 10.1086/191507 Stellar magnetism evolution with Rossby number 21
1990 doi
-
[83]
1989, ApJ, 338, 424, doi: 10.1086/167210
Demarque, P. 1989, ApJ, 338, 424, doi: 10.1086/167210
1989 doi
-
[84]
A., Batten, A
Pourbaix, D., Tokovinin, A. A., Batten, A. H., et al. 2004, A&A, 424, 727, doi: 10.1051/0004-6361:20041213
2004 doi
-
[85]
2014, Experimental Astronomy, 38, 249, doi: 10.1007/s10686-014-9383-4
Rauer, H., Catala, C., Aerts, C., et al. 2014, Experimental Astronomy, 38, 249, doi: 10.1007/s10686-014-9383-4
2014 doi
-
[86]
Shapiro, A. I. 2019, A&A, 621, A21, doi: 10.1051/0004-6361/201833754
2019 doi
-
[87]
2020, A&A, 635, A43, doi: 10.1051/0004-6361/201936887
Reinhold, T., & Hekker, S. 2020, A&A, 635, A43, doi: 10.1051/0004-6361/201936887
2020 doi
-
[88]
I., Witzke, V., et al
Reinhold, T., Shapiro, A. I., Witzke, V., et al. 2021, ApJL, 908, L21, doi: 10.3847/2041-8213/abde46 R´ eville, V., Brun, A. S., Matt, S. P., Strugarek, A., &
2021 doi
-
[89]
Pinto, R. F. 2015, ApJ, 798, 116, doi: 10.1088/0004-637X/798/2/116
2015 doi
-
[90]
2023, A&A, 674, A14, doi: 10.1051/0004-6361/202245591
Rimoldini, L., Holl, B., Gavras, P., et al. 2023, A&A, 674, A14, doi: 10.1051/0004-6361/202245591
2023 doi
-
[91]
H., & Brandenburg, A
Saar, S. H., & Brandenburg, A. 2002, Astronomische Nachrichten, 323, 357, doi: 10.1002/1521-3994(200208)323:3/4 ⟨357:: AID-ASNA357⟩3.0.CO;2-I
2002 doi
-
[92]
A., Jim´ enez, A., et al
Salabert, D., Garc ´ ıa, R. A., Jim´ enez, A., et al. 2017, A&A, 608, A87, doi: 10.1051/0004-6361/201731560
2017 doi
-
[93]
A., Beck, P
Salabert, D., Garc ´ ıa, R. A., Beck, P. G., et al. 2016a, A&A, 596, A31, doi: 10.1051/0004-6361/201628583
-
[94]
A., et al
Salabert, D., R´ egulo, C., Garc ´ ıa, R. A., et al. 2016b, A&A, 589, A118, doi: 10.1051/0004-6361/201527978
-
[95]
Santos, A. R. G., Breton, S. N., Mathur, S., & Garc ´ ıa, R. A. 2021, ApJS, 255, 17, doi: 10.3847/1538-4365/ac033f
2021 doi
-
[96]
Santos, A. R. G., Cunha, M. S., Avelino, P. P., Garc ´ ıa, R. A., & Mathur, S. 2017, A&A, 599, A1, doi: 10.1051/0004-6361/201629923
2017 doi
-
[97]
Santos, A. R. G., Garc ´ ıa, R. A., Mathur, S., et al. 2019, ApJS, 244, 21, doi: 10.3847/1538-4365/ab3b56 Santos, ˆA. R. G., Godoy-Rivera, D., Finley, A. J., et al. 2024, Frontiers in Astronomy and Space Sciences, 11, 1356379, doi: 10.3389/fspas.2024.1356379
2019
-
[98]
Santos, A. R. G., Mathur, S., Garc ´ ıa, R. A., et al. 2023, A&A, 672, A56, doi: 10.1051/0004-6361/202245430
2023 doi
-
[99]
2023, MNRAS, 524, 5781, doi: 10.1093/mnras/stad2020
See, V., Roquette, J., Amard, L., & Matt, S. 2023, MNRAS, 524, 5781, doi: 10.1093/mnras/stad2020
2023 doi
-
[100]
See, V., Roquette, J., Amard, L., & Matt, S. P. 2021, ApJ, 912, 127, doi: 10.3847/1538-4357/abed47
2021 doi
-
[101]
P., Folsom, C
See, V., Matt, S. P., Folsom, C. P., et al. 2019, ApJ, 876, 118, doi: 10.3847/1538-4357/ab1096
2019 doi
-
[102]
Schmutz, W. K. 2016, A&A, 589, A46, doi: 10.1051/0004-6361/201527527 Silva Aguirre, V., Lund, M. N., Antia, H. M., et al. 2017, ApJ, 835, 173, doi: 10.3847/1538-4357/835/2/173
2016 doi
-
[103]
Simonian, G. V. A., Pinsonneault, M. H., & Terndrup, D. M. 2019, ApJ, 871, 174, doi: 10.3847/1538-4357/aaf97c
2019 doi
-
[104]
Simonian, G. V. A., Pinsonneault, M. H., Terndrup, D. M., & van Saders, J. L. 2020, ApJ, 898, 76, doi: 10.3847/1538-4357/ab9a43
2020 doi
-
[105]
1972, ApJ, 171, 565, doi: 10.1086/151310
Skumanich, A. 1972, ApJ, 171, 565, doi: 10.1086/151310
1972 doi
-
[106]
2017, ApJ, 850, 134, doi: 10.3847/1538-4357/aa93ed
Pinsonneault, M. 2017, ApJ, 850, 134, doi: 10.3847/1538-4357/aa93ed
2017 doi
-
[107]
I., Witzke, V., et al
Sowmya, K., Shapiro, A. I., Witzke, V., et al. 2021, ApJ, 914, 21, doi: 10.3847/1538-4357/abf247
2021 doi
-
[108]
Spada, F., & Lanzafame, A. C. 2020, A&A, 636, A76, doi: 10.1051/0004-6361/201936384
2020 doi
-
[109]
Strugarek, A., Beaudoin, P., Charbonneau, P., & Brun, A. S. 2018, ApJ, 863, 35, doi: 10.3847/1538-4357/aacf9e
2018 doi
-
[110]
S., & do Nascimento, J
Strugarek, A., Beaudoin, P., Charbonneau, P., Brun, A. S., & do Nascimento, J. D. 2017, Science, 357, 185, doi: 10.1126/science.aal3999
2017 doi
-
[111]
Thomas, A. E. L., Chaplin, W. J., Davies, G. R., et al. 2019, MNRAS, 485, 3857, doi: 10.1093/mnras/stz672
2019 doi
-
[112]
Torrence, C., & Compo, G. P. 1998, Bulletin of the American Meteorological Society, 79, 61, doi: 10.1175/1520-0477(1998)079 van Saders, J. L., Ceillier, T., Metcalfe, T. S., et al. 2016, Nature, 529, 181, doi: 10.1038/nature16168 van Saders, J. L., & Pinsonneault, M. H. 2013, ...
1998 doi
-
[113]
A., Gregory, S
Vidotto, A. A., Gregory, S. G., Jardine, M., et al. 2014, MNRAS, 441, 2361, doi: 10.1093/mnras/stu728
2014 doi
-
[114]
2019, ApJ, 886, 21, doi: 10.3847/1538-4357/ab3e07
Rheinhardt, M. 2019, ApJ, 886, 21, doi: 10.3847/1538-4357/ab3e07
2019 doi
-
[115]
Wilson, O. C. 1978, ApJ, 226, 379, doi: 10.1086/156618
1978 doi
-
[116]
J., Drake, J
Wright, N. J., Drake, J. J., Mamajek, E. E., & Henry, G. W. 2011, ApJ, 743, 48, doi: 10.1088/0004-637X/743/1/48
2011 doi
-
[117]
J., Newton, E
Wright, N. J., Newton, E. R., Williams, P. K. G., Drake, J. J., & Yadav, R. K. 2018, MNRAS, 479, 2351, doi: 10.1093/mnras/sty1670
2018 doi
-
[118]
2019, ApJS, 241, 29, doi: 10.3847/1538-4365/ab0d28
Yang, H., & Liu, J. 2019, ApJS, 241, 29, doi: 10.3847/1538-4365/ab0d28
2019 doi
-
[119]
2012, Research in Astronomy and Astrophysics, 12, 723, doi: 10.1088/1674-4527/12/7/002
Zhao, G., Zhao, Y.-H., Chu, Y.-Q., Jing, Y.-P., & Deng, L.-C. 2012, Research in Astronomy and Astrophysics, 12, 723, doi: 10.1088/1674-4527/12/7/002
2012 doi
-
[120]
2020, ApJS, 251, 15, doi: 10.3847/1538-4365/abbb2d
Zong, W., Fu, J.-N., De Cat, P., et al. 2020, ApJS, 251, 15, doi: 10.3847/1538-4365/abbb2d
2020 doi
Reviewed August 7, 2026 · model on record in the stance chip above.
Discussion (0). Continue with ORCID to comment.