REVIEW 3 major objections 5 minor 1 cited by
DUETS: Setting expectations for asteroseismic binaries and binary products with synthetic populations
T0 review · 3 major / 5 minor · reviewed 2026-08-16 · deepseek-v4-flash
Pith's one-line read Asteroseismic binaries are near-equal-mass systems that never exchanged mass, and double red-clump binaries should be absent at separations below about 500 solar radii.
desk verdict Solid expectations paper with sharp falsifiable predictions; rates are prescription-dependent, but the near-equal-mass and no-short-period-double-RC conclusions are worth taking seriously. 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 argument is carried by a population-synthesis pipeline that combines TRILEGAL stellar populations, PARSEC evolutionary tracks, and the BinaPSE binary-evolution module, which applies analytic prescriptions from BSE for mass loss, Roche-lobe overflow, common-envelope evolution, tidal circularization, and mergers. On top of the resolved stars, the paper applies a probability of detecting solar-like oscillations from stellar parameters, and for unresolved binaries multiplies the two components' probabilities, $p_{\mathrm{seismo,bin}} = p_{\mathrm{seismo,pri}} \times p_{\mathrm{seismo,sec}}$, so that any reduction in one component's signal due to a companion suppresses the chance of seeing both. The key physical mechanism producing the sharpest prediction is Roche-lobe geometry at the red-giant tip: with the volume-equivalent Roche-lobe radius $r_1/A \approx 0.38$ for equal-mass pairs, a low-mass binary with separation below about $500\,R_\odot$ will have its primary overflow its Roche lobe near the RGB tip, initiating mass transfer that destroys the double red-clump configuration.
What would settle it
A confirmed double red-clump binary with total mass below about $4\,M_\odot$ and semi-major axis below about $500\,R_\odot$ (initial period below roughly 1000 days) would contradict the prediction; look for a low-mass core-helium-burning pair whose orbit is short enough that the primary would have filled its Roche lobe at the red-giant tip, with both components showing solar-like oscillations.
Extended reading notes
Core claim
The central claim is that asteroseismic binaries are a clean, restricted subset of the binary population: systems with initial mass ratio close to unity that avoided Roche-lobe overflow and common-envelope episodes throughout their evolution. The paper argues this from three simulations of $121\,\mathrm{deg}^2$ of the Kepler field using the Moe & Di Stefano (2017, MDS17), Eggleton (2006, E06), and non-interacting prescriptions. In the MDS17 simulation, 95% of detected asteroseismic binaries have initial mass ratio above 0.96, and the close-to-one final mass ratio is preserved apart from single-star wind mass loss or tidal circularization. The consequence is that the occurrence rate of double-giant asteroseismic binaries is low — for red giants with detectable oscillations, the fraction ranges from 0.06% under E06 to 0.46% in the non-interacting case — and that short-period double red-clump binaries with total mass below $4\,M_\odot$ should not exist, because at separations below roughly $500\,R_\odot$ the more massive component fills its Roche lobe at the red-giant tip and the system evolves away from a double red-clump configuration.
Load-bearing premise
The short-period double red-clump prediction rests on the assumption that when a low-mass red giant fills its Roche lobe near the tip of the red giant branch, the resulting mass transfer disrupts the system so that it does not become a double red-clump binary; if the models allow more conservative mass transfer, those binaries could survive below 500 solar radii.
Editorial extensions
If this is right
- In Kepler-like data, double-giant asteroseismic binaries should be rare: roughly one double-RGB system per 1000 detectable RGB stars, and three double-CHeB systems per 1000 detectable CHeB stars under the MDS17 prescription.
- Any observed double red-clump binary with combined mass below about $4\,M_\odot$ and separation below about $500\,R_\odot$ would directly challenge the adopted mass-transfer and common-envelope prescriptions.
- Over- and under-massive giants make up roughly 1.5% of detectable red giants under MDS17; if not identified, these stars bias age estimates and add scatter to Galactic age-metallicity relations.
- The predicted rates differ strongly between the E06 and MDS17 initial-binary prescriptions, so counting asteroseismic binaries is a clean way to constrain the initial binary fraction and period distribution.
- Because asteroseismic binaries preserve their birth mass ratio and orbital separation, they give direct observational access to the initial mass-ratio and orbital-parameter distributions of the binary population.
Reading between the lines
- A direct search for short-period double red-clump binaries in Kepler, TESS, or spectroscopic surveys would test the adopted Roche-lobe overflow stability criteria: finding one would require more conservative mass transfer than the BSE-style prescriptions assume.
- The dilution argument implies that asteroseismic catalogs of binaries will be biased toward unevolved, near-twin systems, so interaction rates inferred from such catalogs alone would be lower limits.
- The 500 $R_\odot$ boundary could be turned into a quantitative probe of the red-giant-tip radius and RGB mass-loss efficiency, since the exact cutoff location encodes the maximum radius reached by low-mass stars before the helium flash.
- The paper's distance-mismatch toy model suggests a practical identification pipeline: unresolved equal-luminosity binaries produce a characteristic about 29% underestimate of asteroseismic distances, which could flag candidate asteroseismic binaries in combined Gaia and seismic samples.
Signed reviews
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. This paper uses the TRILEGAL population synthesis code with its BinaPSE module to simulate the Kepler field, comparing three prescriptions for initial binary parameters: Eggleton (2006), Moe & Di Stefano (2017), and a non-interacting binary model. It applies published models for the detectability of solar-like oscillations in single stars (Chaplin et al. 2011b) and in unresolved binaries (Miglio et al. 2014), and predicts the occurrence rates, mass ratios, orbital properties, and evolutionary states of asteroseismic binaries and of products of binary interactions (under-massive and over-massive stars). The central claims are that asteroseismic binaries are near-equal-mass systems that have not exchanged mass, that double red-clump binaries should be absent at separations below roughly 500 R_sun, and that about 1% of Kepler red giants with detectable oscillations may have experienced significant mass accretion or loss.
Significance. If the predictions are reliable, this paper provides useful quantitative expectations for the ongoing and future systematic searches for asteroseismic binaries in Kepler, K2, TESS, and PLATO data. Its strengths are the use of a well-established population synthesis code, the explicit comparison of three initial-condition prescriptions, the explicit treatment of detection probability for both components of unresolved binaries, and several clearly stated caveats (target selection, tidal mode suppression, uncertainty in the binary fraction). The main predictions are falsifiable with existing and upcoming data, which makes the paper a valuable benchmark even if the exact rates are model-dependent. However, the quantitative claims need to be internally consistent and properly quantified before they can serve as robust expectations.
major comments (3)
- [Section 3.5, Eq. (9)] The derivation of the 500 R_sun boundary for double red-clump binaries is arithmetically inconsistent. With r1/A = 0.38, a separation of A = 500 R_sun gives r1 = 190 R_sun, not the stated r1 ≲ 150 R_sun. If the relevant RGB-tip radius is about 150 R_sun, the same equation yields a boundary of A ≈ 395 R_sun. The claimed threshold of 500 R_sun in the abstract, Fig. 6, and Conclusions therefore does not follow from Eq. (9) as written; please correct the threshold or the radius estimate and update the associated claims.
- [Section 3.3 and Abstract] The reported occurrence rates are internally inconsistent with the numbers in Tables 2 and 3. The text states that for every 1000 red giant stars with detectable oscillations, about 140 are in binary systems and 2.7 are in asteroseismic binaries, but the quoted counts (11544 in binaries and 227 in asteroseismic binaries out of 41537) correspond to about 278 and 5.5 per 1000, respectively. Furthermore, the abstract's claim of a minimum fraction of 0.06% for the Eggleton prescription does not match Table 6, where summing the Nseismo entries for RGB, CHeB, and EAGB gives 27 systems (54 stars) against roughly 41,800 detectable red giants, i.e., about 0.13%. Please reconcile the abstract and text with the tables.
- [Tables 3, 6, and A.1-A.3] The occurrence rates are reported without any uncertainties. Many of the key counts are small (e.g., Nseismo = 53 for double CHeB in MDS17, 11 in E06, 7 for double RGB in E06), so Poisson fluctuations are substantial. Without error bars or confidence intervals, the comparisons among prescriptions in Fig. 13 and the assertions that one prescription yields the 'highest' or 'lowest' fraction are not statistically robust. Please add at least Poisson confidence intervals and explicitly discuss the small-number limitations in the affected rates.
minor comments (5)
- [Section 3.5] In the discussion of KIC 9246715, 'expected Roche lobe r1≈ 80 M⊙' should read '80 R⊙'; the units are incorrect as printed.
- [Section 2.3, Eq. (1)] The formula for the initial orbital period appears garbled in the typeset version; please check the placement of the exponent and parentheses in Eq. (1).
- [Table 2, note] The note defining Nseismo_pri and Nseismo_sec refers to 'Nseismo_pri' twice in a way that is confusing; please clarify which column corresponds to primaries and which to secondaries.
- [Section 3.2] The comparison of the simulated number of red giants with detectable oscillations (~42,000) to the observed number (~30,000) cites 'Garcia et al., in preparation'; please provide a more specific reference or at least a description of the data source.
- [Figure 6 and Section 3.5] Please clarify in the text and figure caption that the 500 R_sun boundary is based on the initial semi-major axis, since the discussion elsewhere sometimes refers to 'orbital separation' without specifying whether initial or final values are meant.
Circularity Check
No significant circularity: the simulated occurrence rates and parameter correlations are emergent predictions from external initial-condition prescriptions and published detectability models, not fitted inputs renamed as results.
full rationale
I find no step in which a predicted quantity is defined in terms of the result it is supposed to explain, nor any fitted parameter renamed as a prediction. Initial binary parameters are drawn from the published Eggleton (2006) and Moe & Di Stefano (2017) prescriptions, the stellar populations are synthesized with TRILEGAL/BinaPSE, and asteroseismic detectability is evaluated with the published Chaplin et al. (2011b) and Miglio et al. (2014) models; none of these inputs is tuned to reproduce the headline rates. The statements that asteroseismic binaries have initial mass ratios near unity, that low-mass short-separation double red-clump binaries are absent, and that roughly 1% of detectable red giants are over- or under-massive are posterior statistics of the simulations, not definitions or restatements of the input distributions. The non-interacting simulation is explicitly a controlled comparison rather than the source of the interacting rates, and the paper acknowledges the strong dependence of the rates on the adopted initial binary assumptions. The self-citations to BinaPSE and to the Miglio detection model are tool/method citations with stated assumptions, and they are partially anchored by external comparisons, including the approximate match to the reported number of Kepler red giants with detectable oscillations and the KIC 9246715 double-secondary-clump system. No equation in the paper reduces a predicted rate to an input parameter by construction.
Assumptions & free parameters
free parameters (5)
- binary fraction fbin =
0.3
- individual and binary detection probability thresholds =
90%
- under-massive definition threshold =
20% or more initial mass lost
- over-massive definition threshold =
1% or more mass gained
- minimum mass ratio for the non-interacting comparison =
0.7
assumptions (5)
- domain assumption The Eggleton and Moe & Di Stefano initial binary parameter distributions are plausible representations of the Milky Way field binary population.
- domain assumption BinaPSE/BSE analytic prescriptions for mass transfer, common envelope, mergers, and tides are accurate for low-mass giant binaries.
- domain assumption The Chaplin/Miglio model gives correct asteroseismic detection probabilities, and the unresolved binary probability factorizes as p_pri times p_sec.
- domain assumption TRILEGAL/PARSEC single-star evolution and Galactic ingredients (IMF, SFR, AMR, extinction) adequately represent the Kepler field.
- domain assumption Tidal suppression of oscillations in short-period binaries is negligible for the quoted asteroseismic binary rates.
Cite this review
Pith. "Pith review of DUETS: Setting expectations for asteroseismic binaries and binary products with synthetic populations." pith.science (2026). https://pith.science/paper/H7OOUZON
@misc{pith2026250419866,
author = {Pith},
title = {Pith review of: DUETS: Setting expectations for asteroseismic binaries and binary products with synthetic populations},
year = {2026},
howpublished = {\url{https://pith.science/paper/H7OOUZON}},
note = {Machine review of arXiv:2504.19866}
}
abstract
Asteroseismology gives us the opportunity to better characterize binaries and their products, and shed light on their role in Galactic populations. We estimate occurrence rates, mass distributions, and evolutionary states of asteroseismic binaries, exhibiting solar-like oscillations from both components, and of products of binary interactions with detectable solar-like oscillations. Additionally, we explore the effects of mass accretion or loss on apparent age-metallicity relations. Using the TRILEGAL code, we simulate Kepler's field of view adopting the Eggleton and Moe & Di Stefano distributions of initial binary parameters, and run an additional simulation with non-interacting binaries for comparison. We find that asteroseismic binaries require an initial mass ratio close to one, and even small mass transfer events can prevent the detection of oscillations from both components. The fraction of asteroseismic binaries for red giant stars with detectable oscillations ranges from 0.5\% for non-interacting binaries to a minimum of 0.06% when taking interactions into account. Moreover, asteroseismic binaries composed of two red clump stars are not expected at separations $\leq 500~\text{R}_\odot$ due to the interplay of stellar evolution and binary interactions. Finally, we estimate that at least ~1% of the Kepler red giants with detectable oscillations have undergone significant mass accretion or loss, potentially affecting Galactic age-metallicity relations, although there is a strong dependence on the assumed initial binary parameters. Comparing predicted and observed asteroseismic binaries, as well as over- and under-massive stars, offers a way to constrain key binary evolution assumptions, and to reduce uncertainties in mass-transfer modeling.
Figures
Figures from the paper (8 more)
Forward citations
Cited by 1 Pith paper
-
Power density spectra morphologies of seismically unresolved red-giant asteroseismic binaries
Combining two red-giant light curves into unresolved binaries mostly produces low-power, high-entropy power spectra, implying that some complex Kepler stars could be hidden binary systems.
Reference graph
Works this paper leans on
-
[1]
Anthony-Twarog, B. J., Deliyannis, C. P., Rich, E., & Twarog, B. A. 2013, ApJ, 767, L19
work page 2013
-
[2]
M., Ball, W., et al
Appourchaux, T., Antia, H. M., Ball, W., et al. 2015, A&A, 582, A25
2015
-
[3]
G., Kallinger, T., Pavlovski, K., et al
Beck, P. G., Kallinger, T., Pavlovski, K., et al. 2018, A&A, 612, A22
2018
-
[4]
Benbakoura, M., Gaulme, P., McKeever, J., et al. 2021, A&A, 648, A113
work page 2021
-
[5]
2013, in European Physical Journal Web of Conferences, V ol
Bressan, A., Marigo, P., Girardi, L., Nanni, A., & Rubele, S. 2013, in European Physical Journal Web of Conferences, V ol. 43, European Physical Journal Web of Conferences, 03001
work page 2013
-
[6]
2012, MNRAS, 427, 127
Bressan, A., Marigo, P., Girardi, L., et al. 2012, MNRAS, 427, 127
2012
-
[7]
Brogaard, K., Arentoft, T., Jessen-Hansen, J., & Miglio, A. 2021, MNRAS, 507, 496
work page 2021
-
[8]
2016, Astronomische Nachrichten, 337, 793
Brogaard, K., Jessen-Hansen, J., Handberg, R., et al. 2016, Astronomische Nachrichten, 337, 793
work page 2016
Show all 59 references
-
[9]
E., Willett, E., & Thomsen, J
Brogaard, K., Miglio, A., van Rossem, W. E., Willett, E., & Thomsen, J. S. 2024, A&A, 691, A288
2024
-
[10]
R., et al
Castro-Ginard, A., Penoyre, Z., Casey, A. R., et al. 2024, A&A, 688, A1
2024
-
[11]
2019, A&A, 632, A105
Chen, Y ., Girardi, L., Fu, X., et al. 2019, A&A, 632, A105
2019
-
[12]
S., et al
Chiappini, C., Anders, F., Rodrigues, T. S., et al. 2015, A&A, 576, L12 Dal Tio, P., Mazzi, A., Girardi, L., et al. 2021, MNRAS, 506, 5681 De Marco, O. & Izzard, R. G. 2017, PASA, 34, e001 de Mink, S. E., Sana, H., Langer, N., Izzard, R. G., & Schneider, F. R. N. 2014, ApJ, 782, 7
2015
-
[13]
2006, Evolutionary Processes in Binary and Multiple Stars (Cam- bridge University Press)
Eggleton, P. 2006, Evolutionary Processes in Binary and Multiple Stars (Cam- bridge University Press)
2006
-
[14]
El-Badry, K., Rix, H.-W., & Heintz, T. M. 2021, MNRAS, 506, 2269
2021
-
[15]
Farmer, R., Kolb, U., & Norton, A. J. 2013, MNRAS, 433, 1133 Gaia Collaboration, Arenou, F., Babusiaux, C., et al. 2023, A&A, 674, A34 Gaia Collaboration, Smart, R. L., Sarro, L. M., et al. 2021, A&A, 649, A6 García, R. A. & Ballot, J. 2019, Living Reviews in Solar Physics, 16, 4
2013
-
[16]
2014, ApJ, 785, 5
Gaulme, P., Jackiewicz, J., Appourchaux, T., & Mosser, B. 2014, ApJ, 785, 5
2014
-
[17]
2020, A&A, 639, A63
Gaulme, P., Jackiewicz, J., Spada, F., et al. 2020, A&A, 639, A63
2020
-
[18]
2024, A&A, 690, A368
Geier, S., Heber, U., Irrgang, A., et al. 2024, A&A, 690, A368
2024
-
[19]
Girardi, L., Barbieri, M., Groenewegen, M. A. T., et al. 2012, in Astrophysics and Space Science Proceedings, V ol. 26, Red Giants as Probes of the Structure and Evolution of the Milky Way, ed. A. Miglio, J. Montalbán, & A. Noels, 165
2012
-
[20]
Girardi, L., Groenewegen, M. A. T., Hatziminaoglou, E., & da Costa, L. 2005, A&A, 436, 895 Górski, K. M., Hivon, E., Banday, A. J., et al. 2005, ApJ, 622, 759
2005
-
[21]
2024, A&A, 683, A111
Grisoni, V ., Chiappini, C., Miglio, A., et al. 2024, A&A, 683, A111
2024
-
[22]
2017, MNRAS, 472, 979 Hełminiak, K
Handberg, R., Brogaard, K., Miglio, A., et al. 2017, MNRAS, 472, 979 Hełminiak, K. G., Ukita, N., Kambe, E., & Konacki, M. 2015, ApJ, 813, L25
2017
-
[23]
R., Tout, C
Hurley, J. R., Tout, C. A., & Pols, O. R. 2002, MNRAS, 329, 897
2002
-
[24]
2013, A&A Rev., 21, 59
Ivanova, N., Justham, S., Chen, X., et al. 2013, A&A Rev., 21, 59
2013
-
[25]
G., Dray, L
Izzard, R. G., Dray, L. M., Karakas, A. I., Lugaro, M., & Tout, C. A. 2006, A&A, 460, 565
2006
-
[26]
G., Glebbeek, E., Stancli ffe, R
Izzard, R. G., Glebbeek, E., Stancli ffe, R. J., & Pols, O. R. 2009, A&A, 508, 1359
2009
-
[27]
Izzard, R. G. & Jermyn, A. S. 2023, MNRAS, 521, 35
2023
-
[28]
G., Preece, H., Jofre, P., et al
Izzard, R. G., Preece, H., Jofre, P., et al. 2018, MNRAS, 473, 2984
2018
-
[29]
G., Tout, C
Izzard, R. G., Tout, C. A., Karakas, A. I., & Pols, O. R. 2004, MNRAS, 350, 407
2004
-
[30]
2019, A&A, 628, A35
Khan, S., Miglio, A., Mosser, B., et al. 2019, A&A, 628, A35
2019
-
[31]
2023, A&A, 677, A21
Khan, S., Miglio, A., Willett, E., et al. 2023, A&A, 677, A21
2023
-
[32]
G., Borucki, W
Koch, D. G., Borucki, W. J., Basri, G., et al. 2010, ApJ, 713, L79
2010
-
[33]
D., Stello, D., Vanderburg, A., & Sandquist, E
Leiner, E., Mathieu, R. D., Stello, D., Vanderburg, A., & Sandquist, E. 2016, ApJ, 832, L13
2016
-
[34]
R., Li, T., et al
Li, Y ., Bedding, T. R., Li, T., et al. 2018, MNRAS, 476, 470
2018
-
[35]
R., Murphy, S
Li, Y ., Bedding, T. R., Murphy, S. J., et al. 2022, Nature Astronomy, 6, 673
2022
-
[36]
2015, MNRAS, 451, 2230
Martig, M., Rix, H.-W., Silva Aguirre, V ., et al. 2015, MNRAS, 451, 2230
2015
-
[37]
G., et al
Matteuzzi, M., Hendriks, D., Izzard, R. G., et al. 2024, A&A, 691, A17
2024
-
[38]
2023, A&A, 671, A53
Matteuzzi, M., Montalbán, J., Miglio, A., et al. 2023, A&A, 671, A53
2023
-
[39]
J., Farmer, R., et al
Miglio, A., Chaplin, W. J., Farmer, R., et al. 2014, ApJ, 784, L3
2014
-
[40]
T., et al
Miglio, A., Chiappini, C., Mackereth, J. T., et al. 2021, A&A, 645, A85
2021
-
[41]
2009, A&A, 503, L21
Miglio, A., Montalbán, J., Baudin, F., et al. 2009, A&A, 503, L21
2009
-
[42]
& Di Stefano, R
Moe, M. & Di Stefano, R. 2017, ApJS, 230, 15
2017
-
[43]
T., Costa, G., Girardi, L., et al
Nguyen, C. T., Costa, G., Girardi, L., et al. 2022, A&A, 665, A126 Paczy´nski, B. 1971, ARA&A, 9, 183
2022
-
[44]
1976, in IAU Symposium, V ol
Paczynski, B. 1976, in IAU Symposium, V ol. 73, Structure and Evolution of Close Binary Systems, ed. P. Eggleton, S. Mitton, & J. Whelan, 75
1976
-
[45]
Penoyre, Z., Belokurov, V ., & Evans, N. W. 2022, MNRAS, 513, 5270
2022
-
[46]
2020, MNRAS, 497, 1547 Planck Collaboration, Abergel, A., Ade, P
Pieres, A., Girardi, L., Balbinot, E., et al. 2020, MNRAS, 497, 1547 Planck Collaboration, Abergel, A., Ade, P. A. R., et al. 2014, A&A, 571, A11
2020
-
[47]
Price-Whelan, A. M. & Goodman, J. 2018, ApJ, 867, 5
2018
-
[48]
Ramachandran, V ., Klencki, J., Sander, A. A. C., et al. 2023, A&A, 674, L12
2023
-
[49]
2024, arXiv e-prints, arXiv:2406.05447
Rauer, H., Aerts, C., Cabrera, J., et al. 2024, arXiv e-prints, arXiv:2406.05447
2024 arXiv
-
[50]
L., Gaulme, P., McKeever, J., et al
Rawls, M. L., Gaulme, P., McKeever, J., et al. 2016, ApJ, 818, 108
2016
-
[51]
1975, Memoires of the Societe Royale des Sciences de Liege, 8, 369
Reimers, D. 1975, Memoires of the Societe Royale des Sciences de Liege, 8, 369
1975
-
[52]
1977, A&A, 61, 217
Reimers, D. 1977, A&A, 61, 217
1977
-
[53]
Ricker, G. R. 2014, Journal of the American Association of Variable Star Ob- servers, 42, 234
2014
-
[54]
S., Girardi, L., Miglio, A., et al
Rodrigues, T. S., Girardi, L., Miglio, A., et al. 2014, MNRAS, 445, 2758 Röpke, F. K. & De Marco, O. 2023, Living Reviews in Computational Astro- physics, 9, 2
2014
-
[55]
Vanhollebeke, E., Groenewegen, M. A. T., & Girardi, L. 2009, A&A, 498, 95
2009
-
[56]
R., Benomar, O., Silva Aguirre, V ., et al
White, T. R., Benomar, O., Silva Aguirre, V ., et al. 2017, A&A, 601, A82
2017
-
[57]
& Kolb, U
Willems, B. & Kolb, U. 2002, MNRAS, 337, 1004
2002
-
[58]
R., et al
Yu, J., Hekker, S., Bedding, T. R., et al. 2021, MNRAS, 501, 5135
2021
-
[59]
2019, The Journal of Open Source Soft- ware, 4, 1298 Article number, page 15 of 15 A&A proofs: manuscript no
Zonca, A., Singer, L., Lenz, D., et al. 2019, The Journal of Open Source Soft- ware, 4, 1298 Article number, page 15 of 15 A&A proofs: manuscript no. aa54129-25 Appendix A: Full tables of binary star counts Tables A.1, A.2 and A.3 present the counts of all binaries produced by...
2019
Reviewed August 16, 2026 · model on record in the stance chip above.
Discussion (0). Continue with ORCID to comment.