Stellar Parameters of BOSS M Dwarfs in SDSS-V DR19

Abstract We utilize the Stellar LAbel Machine (SLAM), a data-driven model based on support vector regression, to derive the stellar parameters ([Fe/H], T eff , and <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mi>log</mml:mi> <mml:mi>g</mml:mi> </mml:math> ) for Sloan Digital Sky Survey V M dwarfs using low-resolution optical spectra ( R ∼ 2000) obtained with the BOSS spectrographs. These parameters are calibrated using LAMOST F, G, or K dwarf companions ([Fe/H]) and APOGEE Net ( T eff and <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mi>log</mml:mi> <mml:mi>g</mml:mi> </mml:math> ), respectively. Comparisons of the SLAM-predicted [Fe/H] values between the two components of M+M dwarf wide binaries show no bias but a scatter of 0.11 dex. Further comparisons with two other works, which also calibrated the [Fe/H] of M dwarfs by using the F/G/K companions, reveal biases of −0.06 ± 0.16 dex and 0.02 ± 0.14 dex, respectively. The SLAM-derived effective temperatures agree well with temperatures that are calibrated by using interferometric angular diameters (bias −27 ± 92 K) and those of LAMOST (bias −34 ± 65 K) but are systematically lower than those from an empirical relationship between the color index and T eff by 146 ± 45 K. The SLAM surface gravity aligns well with those of LAMOST (bias −0.01 ± 0.07 dex) and those derived from the stellar mass and radius (bias −0.04 ± 0.09 dex). Finally, we investigate a bias in [Fe/H] between SLAM and APOGEE ASPCAP. This depends on ASPCAP’s [Fe/H] and T eff , and we provide an equation to correct the ASPCAP metallicities.

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Journal
The Astrophysical Journal Supplement Series
Published
2026-03-09
DOI
https://doi.org/10.3847/1538-4365/ae40f2
Primary Topic
Stellar, planetary, and galactic studies
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article
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article

Stellar Parameters of BOSS M Dwarfs in SDSS-V DR19

Ilija Medan, Guy S. Stringfellow, Bárbara Rojas-Ayala, Diogo Martins Souto et al.
The Astrophysical Journal Supplement Series
Stellar, planetary, and galactic studies
article

Stellar Parameters of BOSS M Dwarfs in SDSS-V DR19

Ilija Medan, Guy S. Stringfellow, Bárbara Rojas-Ayala, Diogo Martins Souto, A. R. Casey, Ricardo López-Valdivia, Zachary Way, Jennifer A. Johnson, Keivan G. Stassun, Aida Behmard, Szabolcs Mészáros, Bo 博 Zhang 章, Chao 超 Liu 刘, José G. Fernández-Trincado, Ying-Yi 盈亿 Song 宋, Dan 丹 Qiu 邱, Yuan-sen Ting, Jiadong 佳东 Li 李
article en

Abstract

Abstract We utilize the Stellar LAbel Machine (SLAM), a data-driven model based on support vector regression, to derive the stellar parameters ([Fe/H], T eff , and <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mi>log</mml:mi> <mml:mi>g</mml:mi> </mml:math> ) for Sloan Digital Sky Survey V M dwarfs using low-resolution optical spectra ( R ∼ 2000) obtained with the BOSS spectrographs. These parameters are calibrated using LAMOST F, G, or K dwarf companions ([Fe/H]) and APOGEE Net ( T eff and <mml:math xmlns:mml="http://www.w3.org/1998/Math/MathML" overflow="scroll"> <mml:mi>log</mml:mi> <mml:mi>g</mml:mi> </mml:math> ), respectively. Comparisons of the SLAM-predicted [Fe/H] values between the two components of M+M dwarf wide binaries show no bias but a scatter of 0.11 dex. Further comparisons with two other works, which also calibrated the [Fe/H] of M dwarfs by using the F/G/K companions, reveal biases of −0.06 ± 0.16 dex and 0.02 ± 0.14 dex, respectively. The SLAM-derived effective temperatures agree well with temperatures that are calibrated by using interferometric angular diameters (bias −27 ± 92 K) and those of LAMOST (bias −34 ± 65 K) but are systematically lower than those from an empirical relationship between the color index and T eff by 146 ± 45 K. The SLAM surface gravity aligns well with those of LAMOST (bias −0.01 ± 0.07 dex) and those derived from the stellar mass and radius (bias −0.04 ± 0.09 dex). Finally, we investigate a bias in [Fe/H] between SLAM and APOGEE ASPCAP. This depends on ASPCAP’s [Fe/H] and T eff , and we provide an equation to correct the ASPCAP metallicities.

The Astrophysical Journal Supplement SeriesVol. 283(2)
Eötvös Loránd University (HU), Georgia State University (US), University of Tarapacá (CL), Universidade Federal de Sergipe (BR), Vanderbilt University (US), Konkoly Observatory (HU), Universidad Católica del Norte (CL), Max Planck Institute for Astronomy (DE), Laboratory for Atmospheric and Space Physics (US), MTA-SZTE Research Group on Artificial Intelligence (HU), Flatiron Health (United States) (US), Flatiron Institute (US), The Ohio State University (US), Monash University (AU), Universidad Nacional Autónoma de México (MX)
Openalex Percentile: Top 32%
Stellar, planetary, and galactic studies
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