REVIEW 3 major objections 5 minor 85 references
NIR filter transformations across the HR diagram: JWST, Roman, and Euclid
T0 review · 3 major / 5 minor · reviewed 2026-08-15 · deepseek-v4-flash
Pith's one-line read New near-infrared color transformations put JWST, Euclid, Roman, HST, and ground-based photometry on one grid, with ~0.01 mag scatter for distance-scale stars and tip-of-the-red-giant-branch predictions that match JWST.
desk verdict Solid calibration paper; the transformations are the real deliverable and hold up, while the TRGB predictions are honestly labeled extrapolations that would benefit from a sensitivity refit and published coefficient uncertainties. 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 central object is the continuous piecewise-linear color transformation, fit with the pwlf package, which expresses the magnitude difference between two filters $Y$ as a sum of linear segments in a color $X$, with breakpoints chosen by Bayesian optimization; the output is a table of slopes and intercepts per segment for each filter pair. The engine behind it is synthetic photometry: each library spectrum is integrated against each filter's transmission curve, with fluxes and covariances propagated, and Vega zero-points set by the CALSPEC alpha Lyrae spectrum. The same machinery that converts any star's colors between systems is then applied to theoretical TRGB models to predict the tip's absolute magnitude as a function of color in the new filters.
What would settle it
Measure the tip of the red giant branch in the same nearby galaxies with both Roman/WFI and JWST/NIRCam once Roman data exist, or with Euclid/NISP in fields already observed by JWST, and check whether the predicted Roman F106-F158 and Euclid YE-HE tip relations reproduce the JWST-derived tip to within the claimed 0.01-0.05 mag; alternatively, recompute the transformations after adding upper-red-giant-branch spectra with $[\mathrm{Fe/H}]$ below $-2$ and above $-0.3$ from an independent library and see whether the piecewise-linear extrapolation shifts by more than the quoted scatter.
Extended reading notes
Core claim
Working with 1269 spectra of 1061 stars drawn from four spectral libraries, the authors fit continuous piecewise-linear transformations of the form $Y = c_0 + c_1(X - X_0) + \cdots$ between the near-infrared filters of JWST/NIRCam, Euclid/NISP, Roman/WFI, HST, and ground-based izY+IJHKs, producing coefficients for 105 unique filter combinations. The typical residual scatter is 0.01 mag for Cepheid, RR Lyrae, and RGB stars, and rises to around 0.1 mag for oxygen- and carbon-rich thermally-pulsing AGB stars. Using these transformations, the authors convert two recent theoretical TRGB calibrations into the Euclid, JWST, and Roman bandpasses, yielding color-magnitude relations for the tip of the red giant branch in each system. When the JWST F090W and F150W predictions are compared with a recent empirical calibration, the mean residuals are -0.06 and -0.05 mag over the common color range.
Load-bearing premise
The load-bearing premise is that the spectral libraries contain enough stars in the relevant regimes for the piecewise fits to be valid; they have almost no upper red-giant-branch stars and none at the extreme low or high metallicities where the tip-of-the-red-giant-branch color-magnitude relation is least certain, so the Euclid and Roman tip predictions rest on fits calibrated mostly on main-sequence, giant, and asymptotic-giant-branch stars.
Editorial extensions
If this is right
- Photometry from JWST, Roman, Euclid, HST, and ground-based surveys can be shifted onto one grid with ~0.01 mag accuracy for Cepheids, RR Lyrae stars, and RGB stars, enabling direct apples-to-apples comparisons of distance-scale measurements.
- TRGB distances measured with Roman and Euclid survey data can be calibrated directly with the published color-absolute-magnitude relations, without waiting for new empirical anchors.
- The near-equivalent filter pairs (F090W and z, F106 and YE, F115W and F110W, F150W/F158/F160W, F200W/F213/KS) can be treated as interchangeable at the ~0.1 mag level in planning cross-mission observations.
- The larger scatter for O- and C-rich AGB stars (up to 0.1 mag) implies that cross-calibrating AGB photometry between these systems needs more careful, type-specific treatment rather than relying on the global color terms.
- Future revisions of the fits, as JWST, Euclid, and Roman calibrations mature, will directly propagate into the predicted TRGB zero points, so the published relations are tied to the current calibration state of each instrument.
Reading between the lines
- One consequence the authors leave implicit is that the Roman and Euclid TRGB relations can be tested before those surveys deliver: compare the transformed JWST relations against TRGB measurements in galaxies with geometric distances, to separate a filter-transformation offset from a TRGB calibration offset.
- The sparse upper-RGB coverage implies the ~0.01 mag scatter is a property of the fitted stars, not of the extrapolated TRGB regimes; a dedicated library of upper-RGB spectra at metallicities below -2 and above -0.3 in [Fe/H] would directly test whether the extrapolation holds.
- Because the machinery is filter-agnostic, the same coefficient-generation workflow could be applied to any bandpass set with known transmission curves, allowing the tables to be extended as new filter systems are defined.
- The piecewise breakpoints track known opacity features (the Paschen jump at 0.82 µm and the 1.65 µm H- continuum turnover), so the coefficient tables also serve as a map of where different stellar atmospheres drive the largest cross-instrument corrections.
Signed reviews
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper constructs empirical color transformations between near-infrared broadband filters on JWST/NIRCam, Euclid/NISP, Roman/WFI, HST, and ground-based DECam/OGLE-IV/2MASS systems, using synthetic photometry from CALSPEC, IRTF/EIRTF, and XSL spectral libraries. The authors fit continuous piecewise linear transformations for 105 filter combinations, report coefficients, segment boundaries, per-segment residual RMS, and stellar counts, and apply the transformations to theoretical TRGB models to predict TRGB absolute magnitudes and color-magnitude relations in JWST, Roman, and Euclid bands. The JWST predictions are compared with the empirical Newman et al. (2024a) calibration, with mean residuals of -0.06 and -0.05 mag in F090W and F150W over the overlapping metallicity range.
Significance. If the transformations hold up, this is a broadly useful calibration product for the distance-scale and stellar-population communities, and the TRGB predictions provide a concrete bridge between theoretical models and upcoming JWST/Roman/Euclid observations. The paper is careful in several respects: it tabulates Vega/AB/ST/Sirius-Vega conversions for all filters, reports residual scatter by stellar type, compares its Euclid transformation with an existing Euclid Collaboration transformation, and explicitly acknowledges library coverage gaps. The method is a well-defined extension of the authors' earlier published work, and the self-citation is not circular because the underlying method was published independently. The main limitations are the absence of uncertainties on the fitted coefficients and the extrapolated nature of the TRGB predictions at extreme metallicities and for Roman/Euclid, which currently have no empirical validation.
major comments (3)
- [§2.2 and §3.1, Tables 2–4] The fitted coefficients c0, c1 and segment breakpoints X0, X1 in Tables 2–4 are reported without uncertainties. Because the TRGB predictions in Table 5 and the color-magnitude relations in Table 6 are obtained by applying these coefficients to theoretical models, the precision of the central TRGB product is unquantified. Please provide coefficient uncertainties, for example via bootstrap resampling over the spectra or via covariance propagation from the piecewise least-squares fit, and propagate them to Tables 5 and 6, or state explicitly that the tabulated TRGB values are point estimates with no formal uncertainty.
- [§3.2, Figure 3, Tables 5–6] The empirical check against Newman et al. (2024a) covers only the intermediate metallicity range -1.9 ≤ [Fe/H] ≤ -0.7, while Table 5 extends from [Fe/H] = -3.2 to +0.06 and Table 6 spans large color ranges. Section 4 acknowledges that the spectral libraries contain few upper RGB stars and no extreme-metallicity stars, so the reported JWST residuals of -0.06 and -0.05 mag do not constrain behavior at the metal-poor and metal-rich ends, and Roman and Euclid have no independent empirical check at all. The skeptical concern therefore lands: the TRGB predictions in Tables 5 and 6 are extrapolations in precisely the regimes where the theoretical TRGB slope is least certain. Please add a sensitivity test, for example refitting the transformations using only stars in the TRGB-relevant stellar-parameter range and recomputing the predictions, or at minimum quantify the library coverage in the color-metallicity cells used by Tables 5 and 6 and explicitly mark extrapolated entries.
- [Abstract and §3.1] The abstract's 'typical residual dispersion around these transformations of 0.01 mag for Cepheid and RR Lyrae variables and RGB stars' is the in-sample RMS scatter about the fitted piecewise lines (σfit in Tables 2–4). It is not an estimate of the prediction uncertainty for the TRGB magnitudes in Tables 5 and 6, which additionally includes extrapolation error and spectral-library coverage effects. The text should state this distinction explicitly so that readers do not carry the 0.01 mag in-sample value over as the precision of the TRGB predictions.
minor comments (5)
- [§3.1] The phrase 'regularization parameterl' appears to contain a typo; it should read 'regularization parameter λ'.
- [§3.1] The value of the regularization parameter λ is described as 'the minimum uncertainty on Y', but the reader cannot reproduce the analysis without knowing the per-star total uncertainties; please define the quantity explicitly.
- [§2.2] The manuscript states that individual output magnitudes and uncertainties are available upon request; for reproducibility, consider depositing the synthetic photometry and fitting code in a permanent archive.
- [Figure 4] The residual distribution figure would be clearer with sample sizes and either error bars or percentile labels for each stellar type, so that the reader can judge the statistical weight of the 0.01 mag and 0.1 mag dispersions.
- [Table 6] The quadratic terms with large coefficients (25.78 and 44.95) look surprising; a brief note explaining the curvature, or showing the underlying points, would help readers trust the extrapolation.
Circularity Check
No circularity: transformations are empirical fits applied to independent theoretical TRGB models, with external empirical validation.
full rationale
The paper's central products are piecewise-linear color transformations fit from synthetic photometry of four independent spectral libraries (CALSPEC, IRTF/EIRTF, XSL). These fits are not derived from the TRGB predictions: the TRGB absolute magnitudes in Tables 5 and 6 are produced by applying the fitted transformations to independent theoretical TRGB models (Pietrinferni et al. 2021; Serenelli et al. 2017), and the JWST comparison in Figure 3 is against the external empirical calibration of Newman et al. (2024a), converted using Table 1 zeropoints. No equation defines the transformation coefficients in terms of the predicted TRGB magnitudes, and no fitted TRGB quantity is fed back into the fits. The self-citation to Durbin et al. (2023) imports a previously published and reproducible methodology (synthetic photometry, global rejection criteria, piecewise-linear fitting) rather than a result whose validity depends on the present paper; it is therefore not load-bearing circularity. The paper explicitly acknowledges, in Section 4 and Figure 4, that the libraries contain few upper RGB stars and none at extreme low or high metallicities, and that Roman and Euclid lack direct empirical checks; this is an extrapolation caveat, not a circularity. The abstract's 0.01 mag dispersion is an in-sample scatter about the fitted lines, which is correctly described as residual dispersion, not as a validated prediction. Accordingly, no specific circular reduction can be exhibited, and the appropriate score is 0.
Assumptions & free parameters
free parameters (3)
- piecewise segment breaks and counts per filter pair =
1 to 4 segments (49 two-segment, 28 three-segment, 17 one-segment, 11 four-segment)
- uncertainty cut for inclusion (0.05 mag total in three filters) =
0.05 mag
- minimum segment span and occupancy =
0.1 mag span, 25 stars per segment
assumptions (5)
- domain assumption Synthetic photometry via bandpass-weighted mean flux (Eq. 1) accurately represents observed magnitudes
- domain assumption Adopted filter throughput curves for Roman/WFI and Euclid/NISP are representative of the instruments
- domain assumption Line-of-sight reddening corrections from Lallement et al. 2022 and Skowron et al. 2021 are correct for all library stars
- domain assumption Theoretical TRGB models (Serenelli et al. 2017 and Pietrinferni et al. 2021) provide accurate intrinsic TRGB magnitudes and colors
- ad hoc to paper Piecewise linear functions in a single color adequately capture filter-to-filter transformations across the HR diagram
Cite this review
Pith. "Pith review of NIR filter transformations across the HR diagram: JWST, Roman, and Euclid." pith.science (2026). https://pith.science/paper/74IY4FX4
@misc{pith2026250613627,
author = {Pith},
title = {Pith review of: NIR filter transformations across the HR diagram: JWST, Roman, and Euclid},
year = {2026},
howpublished = {\url{https://pith.science/paper/74IY4FX4}},
note = {Machine review of arXiv:2506.13627}
}
abstract
We present new color transformations between select near-infrared filters on JWST/NIRCam, Euclid/NISP, Roman/WFI, HST, and ground-based $izY+IJHK_S$, for a total of 105 unique filter combinations. Additionally, we apply these transformations to predict the color-magnitude relation of the tip of the red giant branch as seen with JWST, Euclid, and Roman based on theoretical results for HST and 2MASS filters; for JWST we find good agreement with empirical results in the literature. We also find typical residual dispersion around these transformations of 0.01 mag for Cepheid and RR Lyrae variables and RGB stars, but up to 0.1 mag for O- and C-rich TP-AGB stars.
Figures
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Reference graph
Works this paper leans on
-
[1]
Abbott , T. M. C., Abdalla , F. B., Allam , S., et al. 2018, title The Dark Energy Survey: Data Release 1 , , 239, 18, 10.3847/1538-4365/aae9f0
-
[2]
Abbott , T. M. C., Adam \'o w , M., Aguena , M., et al. 2021, title The Dark Energy Survey Data Release 2 , , 255, 20, 10.3847/1538-4365/ac00b3
-
[3]
Akeson , R., Armus , L., Bachelet , E., et al. 2019, title The Wide Field Infrared Survey Telescope: 100 Hubbles for the 2020s , arXiv e-prints, arXiv:1902.05569. 1902.05569
arXiv 2019
-
[4]
2023, title The Shapes of Stellar Spectra , Atoms, 11, 61, 10.3390/atoms11030061
Allende Prieto , C. 2023, title The Shapes of Stellar Spectra , Atoms, 11, 61, 10.3390/atoms11030061
-
[5]
Anand , G. S., Riess , A. G., Yuan , W., et al. 2024, title Tip of the Red Giant Branch Distances with JWST: An Absolute Calibration in NGC 4258 and First Applications to Type Ia Supernova Hosts , , 966, 89, 10.3847/1538-4357/ad2e0a
-
[6]
Astropy Collaboration , Robitaille , T. P., Tollerud , E. J., et al. 2013, title Astropy: A community Python package for astronomy , , 558, A33, 10.1051/0004-6361/201322068
-
[7]
Astropy Collaboration , Price-Whelan , A. M., Sip o cz , B. M., et al. 2018, title The Astropy Project: Building an Open-science Project and Status of the v2.0 Core Package , , 156, 123, 10.3847/1538-3881/aabc4f
-
[8]
Bailer-Jones , C. A. L., Rybizki , J., Fouesneau , M., Demleitner , M., & Andrae , R. 2021, title Estimating Distances from Parallaxes. V. Geometric and Photogeometric Distances to 1.47 Billion Stars in Gaia Early Data Release 3 , , 161, 147, 10.3847/1538-3881/abd806
Show all 85 references
-
[9]
L., Bono , G., Braga , V
Beaton , R. L., Bono , G., Braga , V. F., et al. 2018, title Old-Aged Primary Distance Indicators , , 214, 113, 10.1007/s11214-018-0542-1
2018 doi
-
[10]
L., Seibert , M., Hatt , D., et al
Beaton , R. L., Seibert , M., Hatt , D., et al. 2019, title The Carnegie-Chicago Hubble Program. VII. The Distance to M101 via the Optical Tip of the Red Giant Branch Method , , 885, 141, 10.3847/1538-4357/ab4263
2019 doi
-
[11]
2021, in European Planetary Science Congress, EPSC2021--298, 10.5194/epsc2021-298
Beaulieu , J.-P., & Bachelet , E. 2021, in European Planetary Science Congress, EPSC2021--298, 10.5194/epsc2021-298
2021 doi
- [12]
-
[13]
C., & Cohen , M
Bohlin , R. C., & Cohen , M. 2008, title NICMOS Spectrophotometry and Models for a Stars , , 136, 1171, 10.1088/0004-6256/136/3/1171
2008 doi
-
[14]
C., & Deustua , S
Bohlin , R. C., & Deustua , S. E. 2019, title CALSPEC: Wide Field Camera 3 Infrared Grism Spectrophotometry , , 157, 229, 10.3847/1538-3881/ab1b50
2019 doi
-
[15]
C., Dickinson , M
Bohlin , R. C., Dickinson , M. E., & Calzetti , D. 2001, title Spectrophotometric Standards from the Far-Ultraviolet to the Near-Infrared: STIS and NICMOS Fluxes , , 122, 2118, 10.1086/323137
2001 doi
-
[16]
C., Gordon , K
Bohlin , R. C., Gordon , K. D., & Tremblay , P. E. 2014, title Techniques and Review of Absolute Flux Calibration from the Ultraviolet to the Mid-Infrared , , 126, 711, 10.1086/677655
2014 doi
-
[17]
C., M \'e sz \'a ros , S., Fleming , S
Bohlin , R. C., M \'e sz \'a ros , S., Fleming , S. W., et al. 2017, title A New Stellar Atmosphere Grid and Comparisons with HST/STIS CALSPEC Flux Distributions , , 153, 234, 10.3847/1538-3881/aa6ba9
2017 doi
-
[18]
L., Anderson , J., Gennaro , M., et al
Boyer , M. L., Anderson , J., Gennaro , M., et al. 2022, title The JWST Resolved Stellar Populations Early Release Science Program. I. NIRCam Flux Calibration , Research Notes of the American Astronomical Society, 6, 191, 10.3847/2515-5172/ac923a
2022 doi
- [19]
-
[20]
A., et al
Carleton , T., Ellsworth-Bowers , T., Windhorst , R. A., et al. 2024, title PEARLS: A Potentially Isolated Quiescent Dwarf Galaxy with a Tip of the Red Giant Branch Distance of 30 Mpc , , 961, L37, 10.3847/2041-8213/ad1b56
2024 doi
-
[21]
2020, title Joint Survey Processing of Euclid, Rubin and Roman: Final Report , arXiv e-prints, arXiv:2008.10663, 10.48550/arXiv.2008.10663
Chary , R., Helou , G., Brammer , G., et al. 2020, title Joint Survey Processing of Euclid, Rubin and Roman: Final Report , arXiv e-prints, arXiv:2008.10663, 10.48550/arXiv.2008.10663
-
[22]
C., Peletier , R
Chen , Y.-P., Trager , S. C., Peletier , R. F., et al. 2014, title The X-shooter Spectral Library (XSL). I. DR1: Near-ultraviolet through optical spectra from the first year of the survey , , 565, A117, 10.1051/0004-6361/201322505
2014 doi
-
[23]
J., Williams , B
Dalcanton , J. J., Williams , B. F., Melbourne , J. L., et al. 2012, title Resolved Near-infrared Stellar Populations in Nearby Galaxies , , 198, 6, 10.1088/0067-0049/198/1/6
2012 doi
-
[24]
E., & Mack , J
Deustua , S. E., & Mack , J. 2018, title Comparing the ACS/WFC and WFC3/UVIS Calibration and Photometry , , Instrument Science Report WFC3 2018-02, 33 pages
2018
-
[25]
J., Beaton , R
Durbin , M. J., Beaton , R. L., Dalcanton , J. J., Williams , B. F., & Boyer , M. L. 2020, title MCR-TRGB: A Multiwavelength-covariant, Robust Tip of the Red Giant Branch Measurement Method , , 898, 57, 10.3847/1538-4357/ab9cbb
2020 doi
-
[26]
J., Beaton , R
Durbin , M. J., Beaton , R. L., Monson , A. J., Swidler , B., & Dalcanton , J. J. 2023, title Empirical 2MASS-WFC3/IR Filter Transformations Across the H-R Diagram from Synthetic Photometry , , 166, 236, 10.3847/1538-3881/acfaa1
2023 doi
-
[27]
2022, title astropy/specutils: V1.7.0, , v1.7.0 Zenodo, 10.5281/zenodo.6207491
Earl, N., Tollerud, E., Jones, C., et al. 2022, title astropy/specutils: V1.7.0, , v1.7.0 Zenodo, 10.5281/zenodo.6207491
2022 doi
-
[28]
2022, title Euclid preparation
Euclid Collaboration , Schirmer , M., Jahnke , K., et al. 2022, title Euclid preparation. XVIII. The NISP photometric system , , 662, A92, 10.1051/0004-6361/202142897
2022 doi
-
[29]
2024, title Euclid
Euclid Collaboration et al. 2024, title Euclid. I. Overview of the Euclid mission , arXiv e-prints, arXiv:2405.13491, 10.48550/arXiv.2405.13491
2024 doi
-
[30]
L., Madore , B
Freedman , W. L., Madore , B. F., Hatt , D., et al. 2019, title The Carnegie-Chicago Hubble Program. VIII. An Independent Determination of the Hubble Constant Based on the Tip of the Red Giant Branch , , 882, 34, 10.3847/1538-4357/ab2f73
2019 doi
-
[31]
2022, title Gaia Data Release 3: The Galaxy in your preferred colours
Gaia Collaboration , Montegriffo , P., Bellazzini , M., et al. 2022, title Gaia Data Release 3: The Galaxy in your preferred colours. Synthetic photometry from Gaia low-resolution spectra , arXiv e-prints, arXiv:2206.06215, 10.48550/arXiv.2206.06215
-
[32]
2017, title Astroquery: Access to online data resources , 1708.004
Ginsburg , A., Parikh , M., Woillez , J., et al. 2017, title Astroquery: Access to online data resources , 1708.004
2017
-
[33]
M., Brasseur , C
Ginsburg , A., Sip o cz , B. M., Brasseur , C. E., et al. 2019, title astroquery: An Astronomical Web-querying Package in Python , , 157, 98, 10.3847/1538-3881/aafc33
2019 doi
-
[34]
2020, title The X-shooter Spectral Library (XSL): Data release 2 , , 634, A133, 10.1051/0004-6361/201936825
Gonneau , A., Lyubenova , M., Lan c on , A., et al. 2020, title The X-shooter Spectral Library (XSL): Data release 2 , , 634, A133, 10.1051/0004-6361/201936825
2020 doi
-
[35]
2022, title dust\_extinction, , v1.1 GitHub
Gordon, K., Larson, K., McBride, A., et al. 2022, title dust\_extinction, , v1.1 GitHub. https://github.com/karllark/dust_extinction/releases/tag/v1.1
2022
-
[36]
2018, title The Araucaria Project: Multi-band Calibrations of the TRGB Absolute Magnitude , , 156, 278, 10.3847/1538-3881/aaeacb
G \'o rski , M., Pietrzy \'n ski , G., Gieren , W., et al. 2018, title The Araucaria Project: Multi-band Calibrations of the TRGB Absolute Magnitude , , 156, 278, 10.3847/1538-3881/aaeacb
2018 doi
-
[37]
2014, title PyVO: Python access to the Virtual Observatory , 1402.004
Graham , M., Plante , R., Tody , D., & Fitzpatrick , M. 2014, title PyVO: Python access to the Virtual Observatory , 1402.004
2014
-
[38]
2018, title dustmaps: A Python interface for maps of interstellar dust , The Journal of Open Source Software, 3, 695, 10.21105/joss.00695
Green , G. 2018, title dustmaps: A Python interface for maps of interstellar dust , The Journal of Open Source Software, 3, 695, 10.21105/joss.00695
2018 doi
-
[39]
Groenewegen , M. A. T., Cioni , M. R. L., Girardi , L., et al. 2019, title The VMC Survey. XXXIII. The tip of the red giant branch in the Magellanic Clouds , , 622, A63, 10.1051/0004-6361/201833904
2019 doi
-
[40]
R., Millman , K
Harris , C. R., Millman , K. J., van der Walt , S. J., et al. 2020, title Array programming with NumPy , , 585, 357, 10.1038/s41586-020-2649-2
2020 doi
-
[41]
J., Freedman , W
Hoyt , T. J., Freedman , W. L., Madore , B. F., et al. 2018, title The Near-infrared Tip of the Red Giant Branch. II. An Absolute Calibration in the Large Magellanic Cloud , , 858, 12, 10.3847/1538-4357/aab7ed
2018 doi
-
[42]
Hunter , J. D. 2007, title Matplotlib: A 2D Graphics Environment , Computing in Science and Engineering, 9, 90, 10.1109/MCSE.2007.55
2007 doi
-
[43]
F., & Venter, G
Jekel, C. F., & Venter, G. 2019, pwlf: A Python Library for Fitting 1D Continuous Piecewise Linear Functions. https://github.com/cjekel/piecewise_linear_fit_py
2019
-
[44]
John , T. L. 1988, title Continuous absorption by the negative hydrogen ion reconsidered , , 193, 189
1988
-
[45]
L., Babusiaux , C., & Cox , N
Lallement , R., Vergely , J. L., Babusiaux , C., & Cox , N. L. J. 2022, title Updated Gaia-2MASS 3D maps of Galactic interstellar dust , , 661, A147, 10.1051/0004-6361/202142846
2022 doi
-
[46]
G., Freedman , W
Lee , M. G., Freedman , W. L., & Madore , B. F. 1993, title The Tip of the Red Giant Branch as a Distance Indicator for Resolved Galaxies , , 417, 553, 10.1086/173334
1993 doi
-
[47]
2024, title JWST's PEARLS: Improved Flux Calibration for NIRCam , , 136, 024501, 10.1088/1538-3873/ad1f3e
Ma , Z., Yan , H., Sun , B., et al. 2024, title JWST's PEARLS: Improved Flux Calibration for NIRCam , , 136, 024501, 10.1088/1538-3873/ad1f3e
2024 doi
-
[48]
2010, in Proceedings of the 9th Python in Science Conference , ed
McKinney , W. 2010, in Proceedings of the 9th Python in Science Conference , ed. S. van der Walt & Jarrod Millman , Austin, TX , 56--61, 10.25080/Majora-92bf1922-00a
2010 doi
-
[49]
2011, title Pandas: A Foundational Python Library for Data Analysis and Statistics, Python for High Performance and Scientific Computing, 14
McKinney , W. 2011, title Pandas: A Foundational Python Library for Data Analysis and Statistics, Python for High Performance and Scientific Computing, 14. https://www.semanticscholar.org/paper/pandas
2011
-
[50]
2024, title The updated BOSZ synthetic stellar spectral library , , 688, A197, 10.1051/0004-6361/202449306
M \'e sz \'a ros , S., Bohlin , R., Allende Prieto , C., et al. 2024, title The updated BOSZ synthetic stellar spectral library , , 688, A197, 10.1051/0004-6361/202449306
2024 doi
- [51]
-
[52]
Newman , M. J. B., McQuinn , K. B. W., Skillman , E. D., et al. 2024 b , title An Empirical Calibration of the Tip of the Red Giant Branch Distance Method in the Near Infrared. I. Hubble Space Telescope WFC3/IR F110W and F160W Filters , , 966, 175, 10.3847/1538-4357/ad306d
2024 doi
-
[53]
2000, title The VizieR database of astronomical catalogues , , 143, 23, 10.1051/aas:2000169
Ochsenbein , F., Bauer , P., & Marcout , J. 2000, title The VizieR database of astronomical catalogues , , 143, 23, 10.1051/aas:2000169
2000 doi
-
[54]
Oke , J. B. 1974, title Absolute Spectral Energy Distributions for White Dwarfs , , 27, 21, 10.1086/190287
1974 doi
-
[55]
2021, title Updated BaSTI Stellar Evolution Models and Isochrones
Pietrinferni , A., Hidalgo , S., Cassisi , S., et al. 2021, title Updated BaSTI Stellar Evolution Models and Isochrones. II. -enhanced Calculations , , 908, 102, 10.3847/1538-4357/abd4d5
2021 doi
-
[56]
T., Cushing , M
Rayner , J. T., Cushing , M. C., & Vacca , W. D. 2009, title The Infrared Telescope Facility (IRTF) Spectral Library: Cool Stars , , 185, 289, 10.1088/0067-0049/185/2/289
2009 doi
-
[57]
H., Su , K., Sloan , G
Rieke , G. H., Su , K., Sloan , G. C., & Schlawin , E. 2022, title Infrared Absolute Calibration. I. Comparison of Sirius with Fainter Calibration Stars , , 163, 45, 10.3847/1538-3881/ac3b5d
2022 doi
-
[58]
2023, title The Science Performance of JWST as Characterized in Commissioning , , 135, 048001, 10.1088/1538-3873/acb293
Rigby , J., & et al. 2023, title The Science Performance of JWST as Characterized in Commissioning , , 135, 048001, 10.1088/1538-3873/acb293
2023 doi
-
[59]
R., Lightsey , P
Rigby , J. R., Lightsey , P. A., Garc \' a Mar \' n , M., et al. 2023, title How Dark the Sky: The JWST Backgrounds , , 135, 048002, 10.1088/1538-3873/acbcf4
2023 doi
-
[60]
M., Aldering , G., Dai , M., et al
Rose , B. M., Aldering , G., Dai , M., et al. 2021, title Synergies between Vera C. Rubin Observatory, Nancy Grace Roman Space Telescope, and Euclid Mission: Constraining Dark Energy with Type Ia Supernovae , arXiv e-prints, arXiv:2104.01199, 10.48550/arXiv.2104.01199
-
[61]
2006, Evolution of Stars and Stellar Populations , 1st edn
Salaris , M., & Cassisi , S. 2006, Evolution of Stars and Stellar Populations , 1st edn. ( Wiley )
2006
-
[62]
C., Best , W
Sanghi , A., Liu , M. C., Best , W. M., et al. 2023, title Ultracool Dwarf Absolute Magnitude versus Spectral Type Relations for JWST NIRCam Filters , Research Notes of the American Astronomical Society, 7, 194, 10.3847/2515-5172/acf864
2023 doi
-
[63]
C., Dupuy , T
Sanghi , A., Liu , M. C., Dupuy , T. J., et al. 2024, title Ultracool Dwarf Absolute Magnitude Versus Spectral Type Relations for Euclid and Roman Near-infrared Filters , Research Notes of the American Astronomical Society, 8, 137, 10.3847/2515-5172/ad4cec
2024 doi
-
[64]
2017, title The brightness of the red giant branch tip
Serenelli , A., Weiss , A., Cassisi , S., Salaris , M., & Pietrinferni , A. 2017, title The brightness of the red giant branch tip. Theoretical framework, a set of reference models, and predicted observables , , 606, A33, 10.1051/0004-6361/201731004
2017 doi
-
[65]
M., Skowron , J., Udalski , A., et al
Skowron , D. M., Skowron , J., Udalski , A., et al. 2021, title OGLE-ing the Magellanic System: Optical Reddening Maps of the Large and Small Magellanic Clouds from Red Clump Stars , , 252, 23, 10.3847/1538-4365/abcb81
2021 doi
-
[66]
1998, title Synthetic Photometry Experiments in the Vicinity of the Paschen Jump , Baltic Astronomy, 7, 571, 10.1515/astro-1998-0404
Straizys , V. 1998, title Synthetic Photometry Experiments in the Vicinity of the Paschen Jump , Baltic Astronomy, 7, 571, 10.1515/astro-1998-0404
1998 doi
-
[67]
2018, title synphot: Synthetic photometry using Astropy , 1811.001
STScI Development Team . 2018, title synphot: Synthetic photometry using Astropy , 1811.001
2018
-
[68]
2020, title stsynphot: synphot for HST and JWST , 2010.003
STScI Development Team . 2020, title stsynphot: synphot for HST and JWST , 2010.003
2020
-
[69]
Taylor , B. J. 1986, title Transformation Equations and Other Aids for VRI Photometry , , 60, 577, 10.1086/191098
1986 doi
-
[70]
2016, title GPyOpt: A Bayesian Optimization framework in Python, , http://github.com/SheffieldML/GPyOpt
The GPyOpt authors . 2016, title GPyOpt: A Bayesian Optimization framework in Python, , http://github.com/SheffieldML/GPyOpt
2016
-
[71]
A., Bohlin , R
Turnshek , D. A., Bohlin , R. C., Williamson , R. L., I., et al. 1990, title An Atlas of Hubble Space Telescope Photometric, Spectrophotometric, and Polarimetric Calibration Objects , , 99, 1243, 10.1086/115413
1990 doi
- [72]
-
[73]
R., & Origlia , L
Valenti , E., Ferraro , F. R., & Origlia , L. 2004, title Red giant branch in near-infrared colour-magnitude diagrams - II. The luminosity of the bump and the tip , , 354, 815, 10.1111/j.1365-2966.2004.08249.x
2004
-
[74]
C., & Varoquaux, G
van der Walt , S., Colbert, S. C., & Varoquaux, G. 2011, title The NumPy Array : A Structure for Efficient Numerical Computation , Computing in Science & Engineering, 13, 22, 10.1109/MCSE.2011.37
2011 doi
-
[75]
L., Lallement , R., & Cox , N
Vergely , J. L., Lallement , R., & Cox , N. L. J. 2022, title Three-dimensional extinction maps: Inverting inter-calibrated extinction catalogues , , 664, A174, 10.1051/0004-6361/202243319
2022 doi
-
[76]
C., Peletier , R
Verro , K., Trager , S. C., Peletier , R. F., et al. 2022 a , title The X-shooter Spectral Library (XSL): Data Release 3 , , 660, A34, 10.1051/0004-6361/202142388
2022 doi
-
[77]
C., Peletier , R
Verro , K., Trager , S. C., Peletier , R. F., et al. 2022 b , title Modelling simple stellar populations in the near-ultraviolet to near-infrared with the X-shooter Spectral Library (XSL) , , 661, A50, 10.1051/0004-6361/202142387
2022 doi
-
[78]
2017, title The Extended IRTF Spectral Library: Expanded Coverage in Metallicity, Temperature, and Surface Gravity , , 230, 23, 10.3847/1538-4365/aa72ed
Villaume , A., Conroy , C., Johnson , B., et al. 2017, title The Extended IRTF Spectral Library: Expanded Coverage in Metallicity, Temperature, and Surface Gravity , , 230, 23, 10.3847/1538-4365/aa72ed
2017 doi
-
[79]
E., et al
Virtanen , P., Gommers , R., Oliphant , T. E., et al. 2020, title SciPy 1.0: fundamental algorithms for scientific computing in Python , Nature Methods, 17, 261, 10.1038/s41592-019-0686-2
2020 doi
-
[80]
2021, title seaborn: statistical data visualization , The Journal of Open Source Software, 6, 3021, 10.21105/joss.03021
Waskom , M. 2021, title seaborn: statistical data visualization , The Journal of Open Source Software, 6, 3021, 10.21105/joss.03021
2021 doi
-
[81]
2000, title The SIMBAD astronomical database
Wenger , M., Ochsenbein , F., Egret , D., et al. 2000, title The SIMBAD astronomical database. The CDS reference database for astronomical objects , , 143, 9, 10.1051/aas:2000332
2000 doi
-
[82]
B., Rizzi , L., et al
Wu , P.-F., Tully , R. B., Rizzi , L., et al. 2014, title Infrared Tip of the Red Giant Branch and Distances to the Maffei/IC 342 Group , , 148, 7, 10.1088/0004-6256/148/1/7
2014 doi
-
[83]
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Reviewed August 15, 2026 · model on record in the stance chip above.
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