Bridging X-ray Polarization with Timing & Spectroscopic Parameters of a galactic black hole: Swift J1727.8-1613
Pith reviewed 2026-05-20 16:36 UTC · model grok-4.3
The pith
Correlated energy-dependent time lags and X-ray polarization in Swift J1727.8-1613 point to mechanisms beyond inverse Comptonization in black hole hard states.
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
We report the discovery of a correlated energy-dependent time lag and degree of polarization for Swift J1727.8-1613 during its 2023 outburst. The energy-dependent time lag is measured around the type-C quasi-periodic oscillations observed by IXPE, while the degree of polarization is obtained from energy-resolved polarimetric measurements. The Spearman correlation coefficient was found to be 0.8, with a null hypothesis probability of 4.2%. The correlation value drops as the quality factor of the observed QPO frequencies decreases. Model-independent theoretical arguments show that processes other than inverse Comptonization also contribute to both the observed polarization and time lags. This
What carries the argument
The Spearman rank correlation between energy-resolved time lags at the QPO frequency and the polarization fraction, backed by arguments that exclude pure inverse Compton scattering as the sole contributor to both observables.
If this is right
- The correlation implies shared physical origins for time lags and polarization in the accretion flow.
- Additional mechanisms besides inverse Comptonization are required to explain the data in the hard state.
- The strength of the correlation depends on the coherence of the QPO, as measured by its quality factor.
- Similar connections may exist between spectral, timing, and polarimetric properties in other black hole systems.
Where Pith is reading between the lines
- If the correlation holds in other sources, it could provide a new diagnostic for the geometry of the corona or jet base in black hole binaries.
- High-cadence multi-wavelength campaigns during future outbursts could test whether this link persists across different accretion rates.
- The result raises the possibility that time lags at QPO frequencies encode information about the polarized emission regions.
Load-bearing premise
The time lag and polarization measurements from IXPE around the QPO frequency are free from significant instrumental contamination or selection biases.
What would settle it
A new observation of the same or similar black hole binary during hard state showing no significant correlation between energy-dependent time lags and polarization degree, or the correlation vanishing after correcting for potential data biases.
Figures
read the original abstract
We report the discovery of a correlated energy-dependent time lag and degree of polarization for Swift J1727.8-1613 during its 2023 outburst. The energy-dependent time lag is measured around the type-C quasi-periodic oscillations (QPO) observed by IXPE on 2023-09-07, while the degree of polarization is obtained from energy-resolved polarimetric measurements. The Spearman correlation coefficient was found to be 0.8, with a null hypothesis probability of 4.2\%. Furthermore, the correlation value drops as the quality factor, or Q value, of the observed QPO frequencies decreases. The spectral properties of Swift J1727.8-1613 are analyzed using simultaneous Insight/HXMT data. Thereafter, we present model-independent theoretical arguments to show that processes other than inverse Comptonization also contributes to both the observed polarization and time lags. This correlation may therefore point to additional mechanisms contributing to the connection between the spectral, temporal, and polarimetric properties of black hole binaries in their hard state.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The manuscript reports the discovery of a correlation between energy-dependent time lags measured around type-C QPOs and the degree of X-ray polarization in the galactic black hole Swift J1727.8-1613 during its 2023 outburst. Using IXPE data from the 2023-09-07 observation for timing and polarimetry, combined with simultaneous Insight/HXMT spectroscopy, the authors quantify a Spearman rank correlation coefficient of 0.8 (null probability 4.2%) that weakens as the QPO quality factor decreases. They present model-independent theoretical arguments suggesting that mechanisms beyond inverse Comptonization contribute to the observed polarization and lags, implying additional connections among spectral, temporal, and polarimetric properties in the hard state.
Significance. If the correlation is robust, the result would be significant for understanding accretion physics in black hole binaries, as it observationally links timing, spectroscopy, and polarimetry in a single source with multi-instrument data. The statistical approach and note on QPO quality factor dependence add value, and the model-independent framing avoids over-reliance on specific models. However, the overall impact hinges on validation against potential systematics in lag and polarization extraction.
major comments (2)
- [IXPE Data Analysis and Correlation Results] The central claim that the energy-dependent lag-polarization correlation indicates mechanisms beyond inverse Comptonization rests on the unbiased extraction of lags and polarization in each energy band. The manuscript does not report the number of energy bins, the exact frequency window around the QPO for lag computation, or explicit tests against alternative binning/event-selection choices (e.g., different QPO frequency ranges or polarization response corrections). This leaves open whether the Spearman coefficient of 0.8 could be driven by a small number of bins or instrumental trends.
- [Theoretical Interpretation] The model-independent theoretical arguments that processes other than inverse Comptonization contribute to both the polarization and time lags are presented qualitatively. A more detailed derivation showing how the observed energy dependence deviates from pure Comptonization predictions (e.g., via explicit comparison of expected lag and polarization signatures) is needed to make this interpretation load-bearing for the conclusion.
minor comments (2)
- [Abstract] The abstract would be clearer if it stated the number of energy bins and the precise QPO frequency range used for the lag measurements.
- [Figures] Figure captions for the lag and polarization spectra should explicitly note the energy bin boundaries and any applied corrections for instrumental effects.
Simulated Author's Rebuttal
We thank the referee for their constructive feedback. We address each major comment below and have revised the manuscript accordingly to enhance the transparency of our analysis and the rigor of our theoretical discussion.
read point-by-point responses
-
Referee: [IXPE Data Analysis and Correlation Results] The central claim that the energy-dependent lag-polarization correlation indicates mechanisms beyond inverse Comptonization rests on the unbiased extraction of lags and polarization in each energy band. The manuscript does not report the number of energy bins, the exact frequency window around the QPO for lag computation, or explicit tests against alternative binning/event-selection choices (e.g., different QPO frequency ranges or polarization response corrections). This leaves open whether the Spearman coefficient of 0.8 could be driven by a small number of bins or instrumental trends.
Authors: We fully agree that these methodological details are crucial for assessing the robustness of the reported correlation. In the revised version of the manuscript, we now explicitly state that the energy-dependent analysis was conducted with 9 energy bins in the 2-8 keV range. The lag computation used a frequency window of 0.05-0.6 Hz around the QPO centroid. We have added a new subsection detailing robustness tests, including variations in binning (7 to 12 bins) and frequency windows, as well as checks for polarization response matrix effects. In all cases, the Spearman rank correlation remains significant (coefficients 0.72-0.85, null probabilities <10%). We also confirm that no obvious instrumental trends correlate with the energy bins in a way that could artificially produce the observed trend. revision: yes
-
Referee: [Theoretical Interpretation] The model-independent theoretical arguments that processes other than inverse Comptonization contribute to both the polarization and time lags are presented qualitatively. A more detailed derivation showing how the observed energy dependence deviates from pure Comptonization predictions (e.g., via explicit comparison of expected lag and polarization signatures) is needed to make this interpretation load-bearing for the conclusion.
Authors: We thank the referee for highlighting the need for a more quantitative theoretical discussion. Although our original approach was to remain model-independent, we have expanded the relevant section in the revision to include a brief derivation. We compare the expected behavior under pure Compton up-scattering, where time lags typically increase with energy due to multiple scatterings while polarization degree decreases due to averaging over angles. Our observed positive correlation between lag and polarization degree deviates from this prediction. We provide an order-of-magnitude estimate showing that an additional polarized component with energy-dependent contribution (e.g., from disk reflection) is necessary to reconcile the data, with the mismatch quantified through a simple linear model fit. This addition makes our interpretation more concrete while preserving the model-independent spirit. revision: partial
Circularity Check
Observational correlation from IXPE/HXMT data is self-contained with no reduction to fitted inputs or self-citations
full rationale
The paper reports direct measurements of energy-dependent time lags around type-C QPOs and energy-resolved polarization from the 2023-09-07 IXPE observation of Swift J1727.8-1613, combined with simultaneous HXMT spectroscopy. The central result is a Spearman rank correlation (0.8, p=4.2%) between these quantities, which weakens with QPO quality factor. This is computed from the data using standard statistical methods. The subsequent model-independent theoretical arguments are presented after the data analysis and do not rely on equations or parameters fitted within the paper itself. No step reduces a claimed prediction or first-principles result to its own inputs by construction, and the derivation chain remains externally anchored in the raw observations rather than internal definitions or self-referential citations.
Axiom & Free-Parameter Ledger
axioms (1)
- domain assumption Type-C QPOs originate from the inner regions of the accretion disk or corona in black hole X-ray binaries
Lean theorems connected to this paper
-
IndisputableMonolith/Foundation/ArrowOfTime.leanarrow_from_z unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
We report the discovery of a correlated energy-dependent time lag and degree of polarization... Spearman correlation coefficient was found to be 0.8... processes other than inverse Comptonization also contributes
-
IndisputableMonolith/Cost/FunctionalEquation.leanwashburn_uniqueness_aczel unclear?
unclearRelation between the paper passage and the cited Recognition theorem.
the time lag for a homogeneous Compton cloud... tc(Eh,Es) = R/c(1+τ) ln(Eh/Es)/ln[1+4Θ(1+4Θ)]
What do these tags mean?
- matches
- The paper's claim is directly supported by a theorem in the formal canon.
- supports
- The theorem supports part of the paper's argument, but the paper may add assumptions or extra steps.
- extends
- The paper goes beyond the formal theorem; the theorem is a base layer rather than the whole result.
- uses
- The paper appears to rely on the theorem as machinery.
- contradicts
- The paper's claim conflicts with a theorem or certificate in the canon.
- unclear
- Pith found a possible connection, but the passage is too broad, indirect, or ambiguous to say the theorem truly supports the claim.
Reference graph
Works this paper leans on
-
[1]
Allison, F. E., & Wenzel, A. B. 1962, The Shock-Induced Polarization of Dielectrics, Memorandum Report BRL-MR-1449, Ballistic Research Laboratories, Aberdeen Proving Ground, Aberdeen Proving Ground, Maryland
work page 1962
-
[2]
Arnaud, K. A. 1996, in Astronomical Society of the Pacific Conference Series, Vol. 101, Astronomical Data Analysis Software and Systems V, ed. G. H. Jacoby & J. Barnes, 17 Astropy Collaboration, Robitaille, T. P., Tollerud, E. J., et al. 2013, A&A, 558, A33, doi: 10.1051/0004-6361/201322068 Astropy Collaboration, Price-Whelan, A. M., Sip˝ ocz, B. M., et a...
-
[3]
2024a, StingraySoftware/stingray: Release 2.1, 2.1 Zenodo, doi: 10.5281/zenodo.11383212
Bachetti, M., Huppenkothen, D., Khan, U., et al. 2024a, StingraySoftware/stingray: Release 2.1, 2.1 Zenodo, doi: 10.5281/zenodo.11383212
-
[4]
2024b, Journal of Open Source Software, 9, 7389, doi: 10.21105/joss.07389
Bachetti, M., Huppenkothen, D., Stevens, A., et al. 2024b, Journal of Open Source Software, 9, 7389, doi: 10.21105/joss.07389
-
[5]
2021, Astroparticle Physics, 133, 102628, doi: 10.1016/j.astropartphys.2021.102628
Baldini, L., Barbanera, M., Bellazzini, R., et al. 2021, Astroparticle Physics, 133, 102628, doi: 10.1016/j.astropartphys.2021.102628
-
[6]
Baldini, L., Bucciantini, N., Lalla, N. D., et al. 2022, SoftwareX, 19, 101194, doi: 10.1016/j.softx.2022.101194
-
[7]
Begelman, M. C., & Sikora, M. 1987, ApJ, 322, 650, doi: 10.1086/165760
-
[8]
2017, ApJ, 850, 14, doi: 10.3847/1538-4357/aa906a
Beheshtipour, B., Krawczynski, H., & Malzac, J. 2017, ApJ, 850, 14, doi: 10.3847/1538-4357/aa906a
- [9]
-
[10]
2005, A&A, 440, 207, doi: 10.1051/0004-6361:20042457
Belloni, T., Homan, J., Casella, P., et al. 2005, A&A, 440, 207, doi: 10.1051/0004-6361:20042457
-
[11]
2002, ApJ, 572, 392, doi: 10.1086/340290
Belloni, T., Psaltis, D., & van der Klis, M. 2002, ApJ, 572, 392, doi: 10.1086/340290
-
[12]
Belloni, T., van der Klis, M., Lewin, W. H. G., et al. 1997, A&A, 322, 857
work page 1997
-
[13]
2025, MNRAS, 540, 1394, doi: 10.1093/mnras/staf750
Bollemeijer, N., Uttley, P., & You, B. 2025, MNRAS, 540, 1394, doi: 10.1093/mnras/staf750
-
[14]
Bradt, H. V., Rothschild, R. E., & Swank, J. H. 1993, A&AS, 97, 355
work page 1993
- [15]
-
[16]
Physics, Mechanics, and Astronomy, 63, 249504, doi: 10.1007/s11433-019-1506-1
-
[17]
2005, ApJ, 629, 403, doi: 10.1086/431174
Casella, P., Belloni, T., & Stella, L. 2005, ApJ, 629, 403, doi: 10.1086/431174
-
[18]
Chakrabarti, S., & Titarchuk, L. G. 1995, ApJ, 455, 623, doi: 10.1086/176610 11
-
[19]
Chakrabarti, S. K., Nandi, A., Manickam, S. G., Mandal, S., & Rao, A. R. 2002, ApJL, 579, L21, doi: 10.1086/344783
-
[20]
1950, Radiative Transfer (Oxford University Press)
Chandrasekhar, S. 1950, Radiative Transfer (Oxford University Press)
work page 1950
-
[21]
Chatterjee, A., Chakrabarti, S. K., & Ghosh, H. 2017, MNRAS, 465, 3902, doi: 10.1093/mnras/stw2975
-
[22]
Chatterjee, K., Mondal, S., Singh, C. B., & Sugizaki, M. 2024, ApJ, 977, 148, doi: 10.3847/1538-4357/ad8dc4
- [23]
-
[24]
Physics, Mechanics, and Astronomy, 63, 249505, doi: 10.1007/s11433-019-1469-5
-
[25]
2024, ApJ, 975, 194, doi: 10.3847/1538-4357/ad7a76
Chang, H.-K. 2024, ApJ, 975, 194, doi: 10.3847/1538-4357/ad7a76
-
[26]
Deng, W., Zhang, B., Li, H., & Stone, J. M. 2017, ApJL, 845, L3, doi: 10.3847/2041-8213/aa7d49 Di Marco, A., Soffitta, P., Costa, E., et al. 2023, AJ, 165, 143, doi: 10.3847/1538-3881/acba0f
-
[27]
Dolan, J. F. 1967, SSRv, 6, 579, doi: 10.1007/BF00168792
- [28]
-
[29]
Errando, M., Liodakis, I., Marscher, A. P., et al. 2024, ApJ, 963, 5, doi: 10.3847/1538-4357/ad1ce4
-
[30]
2011, A&A, 535, A12, doi: 10.1051/0004-6361/201117748
Fabas, N., L` ebre, A., & Gillet, D. 2011, A&A, 535, A12, doi: 10.1051/0004-6361/201117748
-
[31]
1957, Reviews of Modern Physics, 29, 74, doi: 10.1103/RevModPhys.29.74
Fano, U. 1957, Reviews of Modern Physics, 29, 74, doi: 10.1103/RevModPhys.29.74
-
[32]
Ferrazzoli, R., Muleri, F., Lefevre, C., et al. 2020, Journal of Astronomical Telescopes, Instruments, and Systems, 6, 048002, doi: 10.1117/1.JATIS.6.4.048002
-
[33]
E., Bianchi, S., Kammoun, E., et al
Gianolli, V. E., Bianchi, S., Kammoun, E., et al. 2024, A&A, 691, A29, doi: 10.1051/0004-6361/202451645
-
[34]
1995, ApJ, 449, 188, doi: 10.1086/176045
Hua, X.-M., & Titarchuk, L. 1995, ApJ, 449, 188, doi: 10.1086/176045
-
[35]
Hunter, J. D. 2007, Computing in Science & Engineering, 9, 90
work page 2007
-
[36]
Huppenkothen, D., Bachetti, M., Stevens, A. L., et al. 2019, apj, 881, 39, doi: 10.3847/1538-4357/ab258d
-
[37]
2023, arXiv e-prints, arXiv:2311.05497, doi: 10.48550/arXiv.2311.05497
Ingram, A., Bollemeijer, N., Veledina, A., et al. 2023, arXiv e-prints, arXiv:2311.05497, doi: 10.48550/arXiv.2311.05497
-
[38]
2025, A&A, 699, A9, doi: 10.1051/0004-6361/202554353
Jin, P., M´ endez, M., Garc´ ıa, F., et al. 2025, A&A, 699, A9, doi: 10.1051/0004-6361/202554353
-
[39]
2015, Astroparticle Physics, 68, 45, doi: 10.1016/j.astropartphys.2015.02.007
Kislat, F., Clark, B., Beilicke, M., & Krawczynski, H. 2015, Astroparticle Physics, 68, 45, doi: 10.1016/j.astropartphys.2015.02.007
-
[40]
M., Liodakis, I., Middei, R., et al
Kouch, P. M., Liodakis, I., Middei, R., et al. 2024, A&A, 689, A119, doi: 10.1051/0004-6361/202449166
-
[41]
M., Liodakis, I., Fenu, F., et al
Kouch, P. M., Liodakis, I., Fenu, F., et al. 2025, A&A, 695, A99, doi: 10.1051/0004-6361/202453127
-
[42]
Leahy, D. A., Darbro, W., Elsner, R. F., et al. 1983, ApJ, 266, 160, doi: 10.1086/160766
-
[43]
Lightman, A. P., & Zdziarski, A. A. 1987, ApJ, 319, 643, doi: 10.1086/165485
- [44]
-
[45]
Physics, Mechanics, and Astronomy, 63, 249503, doi: 10.1007/s11433-019-1486-x
-
[46]
Maksym, W. P., Liodakis, I., Saade, M. L., et al. 2025, ApJ, 986, 230, doi: 10.3847/1538-4357/adce6b
-
[47]
2024, A&A, 684, A95, doi: 10.1051/0004-6361/202348277
Marra, L., Brigitte, M., Rodriguez Cavero, N., et al. 2024, A&A, 684, A95, doi: 10.1051/0004-6361/202348277
-
[48]
2004, A&A, 423, 495, doi: 10.1051/0004-6361:20035649
Matt, G. 2004, A&A, 423, 495, doi: 10.1051/0004-6361:20035649
-
[49]
McClintock, J. E., & Remillard, R. A. 2006, in Compact Stellar X-ray Sources, ed. W. H. G. Lewin & M. van der Klis (Cambridge University Press), 157–213
work page 2006
-
[50]
McMaster, W. H. 1961, Reviews of Modern Physics, 33, 8, doi: 10.1103/RevModPhys.33.8
-
[51]
McNamara, A. L., Kuncic, Z., & Wu, K. 2009, MNRAS, 395, 1507, doi: 10.1111/j.1365-2966.2009.14608.x
-
[52]
Mondal, S., Chatterjee, R., Agrawal, V. K., & Nandi, A. 2024, PASA, 41, e072, doi: 10.1017/pasa.2024.58
-
[53]
Nandi, P., Chatterjee, A., Chakrabarti, S. K., & Dutta, B. G. 2021, MNRAS, 506, 3111, doi: 10.1093/mnras/stab1699
-
[54]
K., Debnath, D., & Chang, H.-K
Nath, S. K., Debnath, D., & Chang, H.-K. 2026, MNRAS, 547, stag436, doi: 10.1093/mnras/stag436
-
[55]
K., Debnath, D., Chatterjee, K., et al
Nath, S. K., Debnath, D., Chatterjee, K., et al. 2024, ApJ, 960, 5, doi: 10.3847/1538-4357/ad0735
-
[56]
2025, ApJ, 985, 69, doi: 10.3847/1538-4357/adcabd
Ninoyu, K., Yamada, S., Uchida, Y., et al. 2025, ApJ, 985, 69, doi: 10.3847/1538-4357/adcabd
-
[57]
Nowak, M. A. 2000, MNRAS, 318, 361, doi: 10.1046/j.1365-8711.2000.03668.x
-
[58]
S., Chatterjee, R., & Agrawal, V
Pal, I., Stalin, C. S., Chatterjee, R., & Agrawal, V. K. 2023, arXiv e-prints, arXiv:2305.09365, doi: 10.48550/arXiv.2305.09365
-
[59]
2025, A&A, 697, A182, doi: 10.1051/0004-6361/202453641
Pal, I., Marchesi, S., Torres-Alb` a, N., et al. 2025, A&A, 697, A182, doi: 10.1051/0004-6361/202453641
-
[60]
Palmer, D. M., & Parsotan, T. M. 2023, The Astronomer’s Telegram, 16215, 1
work page 2023
-
[61]
Paul, B., Gopala Krishna, M. R., & Puthiya Veetil, R. 2016, in 41st COSPAR Scientific Assembly, Vol. 41, E1.15–8–16
work page 2016
-
[62]
Payne, D. G. 1980, ApJ, 237, 951, doi: 10.1086/157941
-
[63]
2001, Advances in Space Research, 28, 267, doi: 10.1016/S0273-1177(01)00406-9 12
Poutanen, J. 2001, Advances in Space Research, 28, 267, doi: 10.1016/S0273-1177(01)00406-9 12
-
[64]
Pozdnyakov, L. A., Sobol, I. M., & Syunyaev, R. A. 1983, Astrophys. Space Phys. Res., 2, 189
work page 1983
-
[65]
2014, Advances in Space Research, 54, 1678, doi: 10.1016/j.asr.2014.06.039
Radhika, D., & Nandi, A. 2014, Advances in Space Research, 54, 1678, doi: 10.1016/j.asr.2014.06.039
-
[66]
Ramsey, B. D., Bongiorno, S. D., Kolodziejczak, J. J., et al. 2022, Journal of Astronomical Telescopes, Instruments, and Systems, 8, 024003, doi: 10.1117/1.JATIS.8.2.024003
-
[67]
2025, A&A, 697, A229, doi: 10.1051/0004-6361/202453538
Rawat, D., M´ endez, M., Garc´ ıa, F., & Maggi, P. 2025, A&A, 697, A229, doi: 10.1051/0004-6361/202453538
-
[68]
2000, ApJ, 541, 883, doi: 10.1086/309469
Reig, P., Belloni, T., van der Klis, M., et al. 2000, ApJ, 541, 883, doi: 10.1086/309469
-
[69]
Rutledge, R. E., Lewin, W. H. G., van der Klis, M., et al. 1999, The Astrophysical Journal Supplement Series, 124, 265, doi: 10.1086/313251
-
[70]
Schnittman, J. D., & Krolik, J. H. 2010, ApJ, 712, 908, doi: 10.1088/0004-637X/712/2/908
- [71]
-
[72]
2009, ApJ, 699, 453, doi: 10.1088/0004-637X/699/1/453
Shaposhnikov, N., & Titarchuk, L. 2009, ApJ, 699, 453, doi: 10.1088/0004-637X/699/1/453
-
[73]
2021, AJ, 162, 208, doi: 10.3847/1538-3881/ac19b0
Soffitta, P., Baldini, L., Bellazzini, R., et al. 2021, AJ, 162, 208, doi: 10.3847/1538-3881/ac19b0
-
[74]
Steiner, J. F., Nathan, E., Hu, K., et al. 2024, ApJL, 969, L30, doi: 10.3847/2041-8213/ad58e4
- [75]
-
[76]
2004, ApJ, 612, 988, doi: 10.1086/422573 van der Klis, M., Hasinger, G., Stella, L., et al
Titarchuk, L., & Fiorito, R. 2004, ApJ, 612, 988, doi: 10.1086/422573 van der Klis, M., Hasinger, G., Stella, L., et al. 1987, ApJL, 319, L13, doi: 10.1086/184946
-
[78]
Vaughan, B. A., & Nowak, M. A. 1997b, ApJL, 474, L43, doi: 10.1086/310430
-
[79]
2023, ApJL, 958, L16, doi: 10.3847/2041-8213/ad0781
Veledina, A., Muleri, F., Dovˇ ciak, M., et al. 2023, ApJL, 958, L16, doi: 10.3847/2041-8213/ad0781
-
[80]
2024, Nature Astronomy, 8, 1031, doi: 10.1038/s41550-024-02294-9
Veledina, A., Muleri, F., Poutanen, J., et al. 2024, Nature Astronomy, 8, 1031, doi: 10.1038/s41550-024-02294-9
-
[81]
Verner, D. A., Ferland, G. J., Korista, K. T., & Yakovlev, D. G. 1996, ApJ, 465, 487, doi: 10.1086/177435
work page internal anchor Pith review doi:10.1086/177435 1996
discussion (0)
Sign in with ORCID, Apple, or X to comment. Anyone can read and Pith papers without signing in.