{ "id": "2205.12271", "version": "v1", "published": "2022-05-24T18:00:00.000Z", "updated": "2022-05-24T18:00:00.000Z", "title": "Information content of BP/RP spectra in Gaia DR3", "authors": [ "Callum E. C. Witten", "David S. Aguado", "Jason L. Sanders", "Vasily Belokurov", "N. Wyn Evans", "Sergey E. Koposov", "Carlos Allende Prieto", "Francesca De Angeli", "Mike J. Irwin" ], "comment": "12 pages, 10 figures, 1 table. Submitted to MNRAS. Comments are welcome", "categories": [ "astro-ph.SR", "astro-ph.GA" ], "abstract": "Gaia Data Release 3 will provide the astronomical community with the largest stellar spectroscopic survey to date ($>$ 100 million sources). The low resolution (R$\\sim$50) blue photometer (BP) and red photometer (RP) spectra will allow for the estimation of stellar parameters such as effective temperature, surface gravity and metallicity. We create mock Gaia BP/RP spectra and use Fisher information matrices to probe the resolution limit of stellar parameter measurements using BP/RP spectra. The best-case scenario uncertainties that this analysis provides are then used to produce a mock observed stellar population in order to probe the false positive rate (FPR) of identifying extremely metal-poor (EMP) stars. We find that we can confidently identify metal-poor stars at magnitudes brighter than $G = 16$. At fainter magnitudes true detections start to be overwhelmed by false positives. When adopting the commonly-used $G < 14$ magnitude limit for metal-poor star searches, we find a FPR for the low-metallicity regimes [Fe/H] < -2, -2.5 and -3 of just 14$\\%$, 33$\\%$ and 56$\\%$ respectively, offering the potential for a significant improvement on previous targeting campaigns. Additionally, we explore the chemical sensitivity obtainable directly from BP/RP spectra for Carbon and $\\alpha$-elements. We find an absolute Carbon abundance uncertainty of $\\sigma_{A(C)} < 1$ dex for Carbon-enriched metal-poor (CEMP) stars, indicating the potential to identify a CEMP stellar population for follow-up confirmation with higher resolution spectroscopy. Finally, we find that large uncertainties in $\\alpha$-element abundance measurements using Gaia BP/RP spectra means that efficiently obtaining these abundances will be challenging.", "revisions": [ { "version": "v1", "updated": "2022-05-24T18:00:00.000Z" } ], "analyses": { "keywords": [ "information content", "gaia dr3", "fainter magnitudes true detections start", "create mock gaia bp/rp spectra", "largest stellar spectroscopic survey" ], "note": { "typesetting": "TeX", "pages": 12, "language": "en", "license": "arXiv", "status": "editable" } } }