From the bulge to the outer disc: StarHorse stellar parameters, distances, and extinctions for stars in APOGEE DR16 and other spectroscopic surveys
A. B. A. Queiroz, F. Anders, C. Chiappini, A. Khalatyan, B. X., Santiago, M. Steinmetz, M. Valentini, A. Miglio, D. Bossini, B. Barbuy, I., Minchev, D. Minniti, D. A. Garc\'ia Hern\'andez, M. Schultheis, R. L. Beaton,, T. C. Beers, D. Bizyaev, J. R. Brownstein, K. Cunha, J. G.

TL;DR
This paper presents a comprehensive Bayesian approach to derive stellar parameters, distances, and extinctions for hundreds of thousands of stars from APOGEE-2 and other surveys, enhancing Galactic structure mapping.
Contribution
It introduces the StarHorse code for combined spectroscopic, photometric, and parallax data to improve stellar parameter estimates and Galactic mapping.
Findings
Extended Galactic plane map revealing the Galactic bar.
Detection of chemical duality in the inner disk and bulge.
High-precision distances and extinctions for large stellar samples.
Abstract
We combine high-resolution spectroscopic data from APOGEE-2 Survey Data Release 16 (DR16) with broad-band photometric data from several sources, as well as parallaxes from {\it Gaia} Data Release 2 (DR2). Using the Bayesian isochrone-fitting code {\tt StarHorse}, we derive distances, extinctions and astrophysical parameters for around 388,815 APOGEE stars, achieving typical distance uncertainties of for APOGEE giants, for APOGEE dwarfs, as well as extinction uncertainties of mag when all photometric information is available, and mag if optical photometry is missing. {\tt StarHorse} uncertainties vary with the input spectroscopic catalogue, with the available photometry, and with the parallax uncertainties. To illustrate the impact of our results, we show that, thanks to {\it Gaia} DR2 and the now larger sky coverage of APOGEE-2 (including…
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