The JWST Early Release Science Program for Direct Observations of Exoplanetary Systems. V. Do Self-consistent Atmospheric Models Represent JWST Spectra? A Showcase with VHS 1256–1257 b
Exoplanet atmospheres; Infrared spectroscopy; Direct imaging; L; dwarfs; Nested sampling; James Webb Space Telescope; Astronomy data; modeling
Abstract :
[en] The unprecedented medium-resolution (R <SUB> λ </SUB> ∼ 1500–3500) near- and mid-infrared (1–18 μm) spectrum provided by JWST for the young (140 ± 20 Myr) low-mass (12–20 M <SUB>Jup</SUB>) L–T transition (L7) companion VHS 1256 b gives access to a catalog of molecular absorptions. In this study, we present a comprehensive analysis of this data set utilizing a forward-modeling approach applying our Bayesian framework, ForMoSA. We explore five distinct atmospheric models to assess their performance in estimating key atmospheric parameters: T <SUB>eff</SUB>, log(g), [M/H], C/O, γ, f <SUB>sed</SUB>, and R. Our findings reveal that each parameter's estimate is significantly influenced by factors such as the wavelength range considered and the model chosen for the fit. This is attributed to systematic errors in the models and their challenges in accurately replicating the complex atmospheric structure of VHS 1256 b, notably the complexity of its clouds and dust distribution. To propagate the impact of these systematic uncertainties on our atmospheric property estimates, we introduce innovative fitting methodologies based on independent fits performed on different spectral windows. We finally derived a T <SUB>eff</SUB> consistent with the spectral type of the target, considering its young age, which is confirmed by our estimate of log(g). Despite the exceptional data quality, attaining robust estimates for chemical abundances [M/H] and C/O, often employed as indicators of formation history, remains challenging. Nevertheless, the pioneering case of JWST's data for VHS 1256 b has paved the way for future acquisitions of substellar spectra that will be systematically analyzed to directly compare the properties of these objects and correct the systematics in the models.
Research Center/Unit :
STAR - Space sciences, Technologies and Astrophysics Research - ULiège
Disciplines :
Space science, astronomy & astrophysics
Author, co-author :
Petrus, Simon; Núcleo Milenio Formacíon Planetaria—NPF, Universidad de Valparaíso, Av. Gran Bretaña 1111, Valparaíso, Chile, Millennium Nucleus on Young Exoplanets and their Moons (YEMS), Chile, Departamento de Física, Universidad de Santiago de Chile, Av. Victor Jara 3659, Santiago, Chile
Whiteford, Niall; American Museum of Natural History, New York
Patapis, Polychronis; ETH Zurich, Department of Physics
Biller, Beth A.; Scottish Universities Physics Alliance, University of Edinburgh, UK
Skemer, Andrew; University of California, Santa Cruz
Hinkley, Sasha; University of Exeter, Department of Physics and Astronomy
Suárez, Genaro; American Museum of Natural History, New York
Palma-Bifani, Paulina; Observatoire de la Cote d'Azur, France, Observatoire de Paris, Laboratoire d'Etudes Spatiales et d'Instrumentation en Astrophysique
Morley, Caroline V.; University of Texas, Austin
Tremblin, Pascal; Atomic Energy Commission, Saclay
Charnay, Benjamin; Observatoire de Paris, Laboratoire d'Etudes Spatiales et d'Instrumentation en Astrophysique
Vos, Johanna M.; American Museum of Natural History, New York, University of Dublin Trinity College, Ireland
Wang, Jason J.; Northwestern University, Department of Physics and Astronomy, California Institute of Technology, Division of Physics, Mathematics and Astronomy
Stone, Jordan M.; Naval Research Laboratory, Remote Sensing Division, 4555 Overlook Avenue SW, Washington, DC 20375 USA
Bonnefoy, Mickaël; Institute de Planetologie et d'Astrophysique de Grenoble
Chauvin, Gaël; Observatoire de la Cote d'Azur, France
Miles, Brittany E.; University of California, Santa Cruz
Carter, Aarynn L.; University of California, Santa Cruz
Lueber, Anna; LMU Munich, Faculty of Physics, University Observatory, Scheinerstr. 1, Munich D-81679, Germany, University of Bern, Center for Space and Habitability, Gesellschaftsstrasse 6, CH-3012, Bern, Switzerland
Helling, Christiane; Austrian Institute of Space Science Research, Saint Andrews University, School of Physics and Astronomy, -
Sutlieff, Ben J.; Scottish Universities Physics Alliance, University of Edinburgh, UK
Janson, Markus; AlbaNova University Center
Gonzales, Eileen C.; San Francisco State University, California, Cornell University, Department of Astronomy/Center for Radiophysics and Space Research
Hoch, Kielan K. W.; Space Telescope Science Institute, Baltimore, Maryland
Absil, Olivier ; Université de Liège - ULiège > Département d'astrophysique, géophysique et océanographie (AGO)
Balmer, William O.; Space Telescope Science Institute, Baltimore, Maryland, Johns Hopkins University, Department of Physics and Astronomy
Boccaletti, Anthony; Observatoire de Paris, Laboratoire d'Etudes Spatiales et d'Instrumentation en Astrophysique
Bonavita, Mariangela; Open University, Department of Physical Sciences
Booth, Mark; Royal Observatory Edinburgh
Bowler, Brendan P.; University of Texas, Austin
Briesemeister, Zackery W.; NASA Goddard Space Flight Center, Maryland
Bryan, Marta L.; University of California, Berkeley, Department of Astronomy
Calissendorff, Per; University of Michigan, Department of Astronomy
Faherty, Jacqueline K.; American Museum of Natural History, New York
Fitzgerald, Michael P.; University of California, Los Angeles
Fortney, Jonathan J.; University of California, Santa Cruz
Franson, Kyle; University of Texas, Austin
Girard, Julien H.; Space Telescope Science Institute, Baltimore, Maryland
Grady, Carol A.; Eureka Scientific, 2452 Delmer Street, Suite 1, Oakland, CA 96402, USA
Henning, Thomas; Max-Planck-Institute for Astronomy, Heidelberg
Hines, Dean C.; Space Telescope Science Institute, Baltimore, Maryland
Hood, Callie E.; University of California, Santa Cruz
Howe, Alex R.; NASA Goddard Space Flight Center, Maryland
Kalas, Paul; Northwestern University, Department of Physics and Astronomy, California Institute of Technology, Division of Physics, Mathematics and Astronomy
Kammerer, Jens; Space Telescope Science Institute, Baltimore, Maryland, European Southern Observatory, Germany
Kennedy, Grant M.; University of Warwick, Department of Physics
Kenworthy, Matthew A.; Leiden Observatory
Kervella, Pierre; Observatoire de Paris, Laboratoire d'Etudes Spatiales et d'Instrumentation en Astrophysique
Kim, Minjae; University of Warwick, Department of Physics
Kitzmann, Daniel; University of Bern, Switzerland
Kraus, Adam L.; University of Texas, Austin
Kuzuhara, Masayuki; Astrobiology Center, Japan
Lagage, Pierre-Olivier; Observatoire de Paris, Laboratoire d'Etudes Spatiales et d'Instrumentation en Astrophysique
Lagrange, Anne-Marie; Observatoire de Paris, Laboratoire d'Etudes Spatiales et d'Instrumentation en Astrophysique
Lawson, Kellen; NASA Goddard Space Flight Center, Maryland
Lazzoni, Cecilia; University of Exeter, Department of Physics and Astronomy
Leisenring, Jarron M.; University of Arizona, Department of Astronomy and Steward Observatory
Lew, Ben W. P.; NASA Ames Research Center
Liu, Michael C.; University of Hawaii, Manoa, Institute for Astronomy
Liu, Pengyu; Scottish Universities Physics Alliance, University of Edinburgh, UK
Llop-Sayson, Jorge; California Institute of Technology, Division of Physics, Mathematics and Astronomy
Lloyd, James P.; Cornell University, Department of Astronomy/Center for Radiophysics and Space Research
Macintosh, Bruce; Kavli Institute for Particle Astrophysics and Cosmology, California
Mâlin, Mathilde; Observatoire de Paris, Laboratoire d'Etudes Spatiales et d'Instrumentation en Astrophysique
Manjavacas, Elena; Space Telescope Science Institute, ESA Office, Baltimore, Maryland
Marino, Sebastián; University of Exeter, Department of Physics and Astronomy
Marley, Mark S.; University of Arizona, Department of Planetary Sciences
Marois, Christian; Herzberg Institute for Astronomy and Astrophysics
Martinez, Raquel A.; University of California, Irvine, Department of Physics and Astronomy
Matthews, Elisabeth C.; Max-Planck-Institute for Astronomy, Heidelberg
Matthews, Brenda C.; Herzberg Institute for Astronomy and Astrophysics
Mawet, Dimitri; California Institute of Technology, Division of Physics, Mathematics and Astronomy, Jet Propulsion Laboratory
Mazoyer, Johan; Observatoire de Paris, Laboratoire d'Etudes Spatiales et d'Instrumentation en Astrophysique
McElwain, Michael W.; NASA Goddard Space Flight Center, Maryland
Metchev, Stanimir; Western University, Department of Physics &, Astronomy and Institute for Earth and Space Exploration, 1151 Richmond Street, London, ON N6A 3K7, Canada
Meyer, Michael R.; University of Michigan, Department of Astronomy
Millar-Blanchaer, Maxwell A.; University of California, Santa Barbara, Department of Physics and Astronomy
Mollière, Paul; Max-Planck-Institute for Astronomy, Heidelberg
Moran, Sarah E.; University of Arizona, Department of Planetary Sciences
Mukherjee, Sagnick; University of California, Santa Cruz
Pantin, Eric; Observatoire de Paris, Laboratoire d'Etudes Spatiales et d'Instrumentation en Astrophysique
Perrin, Marshall D.; Space Telescope Science Institute, Baltimore, Maryland
Pueyo, Laurent; Space Telescope Science Institute, Baltimore, Maryland
Quanz, Sascha P.; ETH Zurich, Department of Physics
Quirrenbach, Andreas; University of Heidelberg, Astronomical Observatory
Ray, Shrishmoy; University of Exeter, Department of Physics and Astronomy
Rebollido, Isabel; Center for Astrobiology, Madrid
Adams Redai, Jea; Harvard Smithsonian Center for Astrophysics
Ren, Bin B.; Observatoire de la Cote d'Azur, France
Rickman, Emily; Space Telescope Science Institute, ESA Office, Baltimore, Maryland
Sallum, Steph; University of California, Irvine, Department of Physics and Astronomy
Samland, Matthias; Max-Planck-Institute for Astronomy, Heidelberg
Sargent, Benjamin; Space Telescope Science Institute, Baltimore, Maryland, Johns Hopkins University, Department of Physics and Astronomy
Schlieder, Joshua E.; NASA Goddard Space Flight Center, Maryland
Stapelfeldt, Karl R.; Western University, Department of Physics &, Astronomy and Institute for Earth and Space Exploration, 1151 Richmond Street, London, ON N6A 3K7, Canada
Tamura, Motohide; University of Tokyo, Japan
Tan, Xianyu; Shanghai Jiaotong University, China
Theissen, Christopher A.; University of California, San Diego, Center for Astrophysics and Space Science
Uyama, Taichi; Infrared Processing and Analysis Center
Vasist, Malavika Vijayendra ; Université de Liège - ULiège > Unités de recherche interfacultaires > Space sciences, Technologies and Astrophysics Research (STAR)
Wagner, Kevin; University of Arizona, Department of Astronomy and Steward Observatory
Ward-Duong, Kimberly; Smith College, Massachusetts
Wolff, Schuyler G.; University of Arizona, Department of Astronomy and Steward Observatory
Worthen, Kadin; Johns Hopkins University, Department of Physics and Astronomy
Wyatt, Mark C.; University of Cambridge, Institute of Astronomy
Ygouf, Marie; Western University, Department of Physics &, Astronomy and Institute for Earth and Space Exploration, 1151 Richmond Street, London, ON N6A 3K7, Canada
Zurlo, Alice; Millennium Nucleus on Young Exoplanets and their Moons (YEMS), Chile, Instituto de Estudios Astrofísicos, Facultad de Ingeniería y Ciencias, Universidad Diego Portales, Av. Ejército Libertador 441, Santiago, Chile, Escuela de Ingeniería Industrial, Facultad de Ingeniería y Ciencias, Universidad Diego Portales, Av. Ejército Libertador 441, Santiago, Chile
Zhang, Xi; University of California, Santa Cruz
Zhang, Keming; University of California, Berkeley, Department of Astronomy
Zhang, Zhoujian; University of California, Santa Cruz
Zhou, Yifan; University of Virginia, Department of Astronomy
The JWST Early Release Science Program for Direct Observations of Exoplanetary Systems. V. Do Self-consistent Atmospheric Models Represent JWST Spectra? A Showcase with VHS 1256–1257 b
Ackerman A. S. Marley M. S. 2001 ApJ 556 872 2001ApJ...556..872A 10.1086/321540
Allard F. Hauschildt P. H. Alexander D. R. Tamanai A. Schweitzer A. 2001 ApJ 556 357 2001ApJ...556..357A 10.1086/321547
Allard F. Hauschildt P. H. Baraffe I. Chabrier G. 1996 ApJL 465 L123 1996ApJ...465L.123A 10.1086/310143
Allard F. Homeier D. Freytag B. Sharp C. M. 2012 EAS Publications Series Reylé C. Charbonnel C. Schultheis M. Vol. 57 Les Ulis EAS Publication Series 3 2012EAS....57....3A 10.1051/eas/1257001
Allers K. N. Liu M. C. 2013 ApJ 772 79 2013ApJ...772...79A 10.1088/0004-637X/772/2/79
Argyriou I. Glasse A. Law D. R. 2023 A&A 675 A111 2023A&A...675A.111A 10.1051/0004-6361/202346489
Bayo A. Barrado D. Allard F. 2017 MNRAS 465 760 2017MNRAS.465..760B 10.1093/mnras/stw2760
Betti S. K. Follette K. B. Ward-Duong K. 2022 ApJL 935 L18 2022ApJ...935L..18B 10.3847/2041-8213/ac85ef
Böker T. Arribas S. Lützgendorf N. 2022 A&A 661 A82 2022A&A...661A..82B 10.1051/0004-6361/202142589
Bonnefoy M. Chauvin G. Lagrange A. M. 2014 A&A 562 A127 2014A&A...562A.127B 10.1051/0004-6361/201118270
Boss A. P. 2000 ApJL 536 L101 2000ApJ...536L.101B 10.1086/312737
Bowler B. P. Zhou Y. Morley C. V. 2020 ApJL 893 L30 2020ApJ...893L..30B 10.3847/2041-8213/ab8197
Brown A. G. A. Gaia Collaboration Gaia Collaboration Vallenari A. 2021 A&A 649 A1 2021A&A...649A...1G 10.1051/0004-6361/202039657
Bryan M. L. Benneke B. Knutson H. A. Batygin K. Bowler B. P. 2018 NatAs 2 138 2018NatAs...2..138B 10.1038/s41550-017-0325-8
Burgasser A. J. Marley M. S. Ackerman A. S. 2002 ApJL 571 L151 2002ApJ...571L.151B 10.1086/341343
Burningham B. Faherty J. K. Gonzales E. C. 2021 MNRAS 506 1944 2021MNRAS.506.1944B 10.1093/mnras/stab1361
Bushouse H. Eisenhamer J. Dencheva N. 2022a JWST Calibration Pipeline, v1.7.0 Zenodo, doi: 10.5281/zenodo.7071140 2022zndo...7071140B
Bushouse H. Eisenhamer J. Dencheva N. 2022b JWST Calibration Pipeline, v1.8.1 Zenodo, doi: 10.5281/zenodo.7215690 2022zndo...7215690B
Caffau E. Ludwig H. G. Steffen M. Freytag B. Bonifacio P. 2011 SoPh 268 255 2011SoPh..268..255C 10.1007/s11207-010-9541-4
Charnay B. Bézard B. Baudino J. L. 2018 ApJ 854 172 2018ApJ...854..172C 10.3847/1538-4357/aaac7d
Cushing M. C. Marley M. S. Saumon D. 2008 ApJ 678 1372 2008ApJ...678.1372C 10.1086/526489
Cushing M. C. Roellig T. L. Marley M. S. 2006 ApJ 648 614 2006ApJ...648..614C 10.1086/505637
Czekala I. Andrews S. M. Mandel K. S. Hogg D. W. Green G. M. 2015 ApJ 812 128 2015ApJ...812..128C 10.1088/0004-637X/812/2/128
Daemgen S. Todorov K. Quanz S. P. 2017 A&A 608 A71 2017A&A...608A..71D 10.1051/0004-6361/201731527
Draine B. T. 2003 ARA&A 41 241 2003ARA&A..41..241D 10.1146/annurev.astro.41.011802.094840
Dupuy T. J. Liu M. C. Evans E. L. 2023 MNRAS 519 1688 2023MNRAS.519.1688D 10.1093/mnras/stac3557
Eriksson S. C. Asensio Torres R. Janson M. 2020 A&A 638 L6 2020A&A...638L...6E 10.1051/0004-6361/202038131
Fortney J. J. Marley M. S. Saumon D. Lodders K. 2008 ApJ 683 1104 2008ApJ...683.1104F 10.1086/589942
Gandhi S. de Regt S. Snellen I. 2023 ApJL 957 L36 2023ApJ...957L..36G 10.3847/2041-8213/ad07e2
Gauza B. Béjar V. J. S. Pérez-Garrido A. 2015 ApJ 804 96 2015ApJ...804...96G 10.1088/0004-637X/804/2/96
Greco J. P. Brandt T. D. 2016 ApJ 833 134 2016ApJ...833..134G 10.3847/1538-4357/833/2/134
Grevesse N. Noels A. Sauval A. J. 1992 ESA Special Publication, Vol. 348, Coronal Streamers, Coronal Loops, and Coronal and Solar Wind Composition Mattok C. Paris ESA 305 1992ESASP.348..305G
Hauschildt P. H. Baron E. Allard F. 1997 ApJ 483 390 1997ApJ...483..390H 10.1086/304233
Helling C. Dehn M. Woitke P. Hauschildt P. H. 2008 ApJL 675 L105 2008ApJ...675L.105H 10.1086/533462
Helling C. Woitke P. 2006 A&A 455 325 2006A&A...455..325H 10.1051/0004-6361:20054598
Hinkley S. Carter A. L. Ray S. 2022 PASP 134 095003 2022PASP..134i5003H 10.1088/1538-3873/ac77bd
Hoch K. K. W. Konopacky Q. M. Barman T. S. 2022 AJ 164 155 2022AJ....164..155H 10.3847/1538-3881/ac84d4
Hoeijmakers H. J. Ehrenreich D. Kitzmann D. 2019 A&A 627 A165 2019A&A...627A.165H 10.1051/0004-6361/201935089
Hurt S. A. Liu M. C. Zhang Z. 2023 961 121 2024ApJ...961..121H 10.3847/1538-4357/ad0b12
Jakobsen P. Ferruit P. Alves de Oliveira C. 2022 A&A 661 A80 2022A&A...661A..80J 10.1051/0004-6361/202142663
Karalidi T. Marley M. Fortney J. J. 2021 ApJ 923 269 2021ApJ...923..269K 10.3847/1538-4357/ac3140
Konopacky Q. M. Barman T. S. Macintosh B. A. Marois C. 2013 Sci 339 1398 2013Sci...339.1398K 10.1126/science.1232003
Lachapelle F.-R. Lafrenière D. Gagné J. 2015 ApJ 802 61 2015ApJ...802...61L 10.1088/0004-637X/802/1/61
Lafrenière D. Jayawardhana R. van Kerkwijk M. H. 2010 ApJ 719 497 2010ApJ...719..497L 10.1088/0004-637X/719/1/497
Leconte J. 2018 ApJL 853 L30 2018ApJ...853L..30L 10.3847/2041-8213/aaaa61
Lodders K. 2002 ApJ 577 974 2002ApJ...577..974L 10.1086/342241
Lodders K. 2010 Astrophysics and Space Science Proceedings, Principles and Perspectives in Cosmochemistry Vol. 16 Berlin Springer 379 2010ASSP...16..379L
Looper D. L. Kirkpatrick J. D. Cutri R. M. 2008 ApJ 686 528 2008ApJ...686..528L 10.1086/591025
Lueber A. Kitzmann D. Fisher C. E. 2023 ApJ 954 22 2023ApJ...954...22L 10.3847/1538-4357/ace530
Luna J. L. Morley C. V. 2021 ApJ 920 146 2021ApJ...920..146L 10.3847/1538-4357/ac1865
Manjavacas E. Bonnefoy M. Schlieder J. E. 2014 A&A 564 A55 2014A&A...564A..55M 10.1051/0004-6361/201323016
Marley M. S. McKay C. P. 1999 Icar 138 268 1999Icar..138..268M 10.1006/icar.1998.6071
Marley M. S. Saumon D. Goldblatt C. 2010 ApJL 723 L117 2010ApJ...723L.117M 10.1088/2041-8205/723/1/L117
Marley M. S. Saumon D. Guillot T. 1996 Sci 272 1919 1996Sci...272.1919M 10.1126/science.272.5270.1919
Marley M. S. Saumon D. Visscher C. 2021 ApJ 920 85 2021ApJ...920...85M 10.3847/1538-4357/ac141d
Miles B. E. Biller B. A. Patapis P. 2023 ApJL 946 L6 2023ApJ...946L...6M 10.3847/2041-8213/acb04a
Miles B. E. Skemer A. J. Barman T. S. Allers K. N. Stone J. M. 2018 ApJ 869 18 2018ApJ...869...18M 10.3847/1538-4357/aae6cd
Mollière P. Molyarova T. Bitsch B. 2022 ApJ 934 74 2022ApJ...934...74M 10.3847/1538-4357/ac6a56
Morley C. V. Fortney J. J. Marley M. S. 2012 ApJ 756 172 2012ApJ...756..172M 10.1088/0004-637X/756/2/172
Mukherjee S. Batalha N. E. Fortney J. J. Marley M. S. 2023 ApJ 942 71 2023ApJ...942...71M 10.3847/1538-4357/ac9f48
Nowak M. GRAVITY Collaboration GRAVITY Collaboration Lacour S. 2020 A&A 633 A110 2020A&A...633A.110G 10.1051/0004-6361/201936898
Öberg K. I. Murray-Clay R. Bergin E. A. 2011 ApJL 743 L16 2011ApJ...743L..16O 10.1088/2041-8205/743/1/L16
Ormel C. W. Vazan A. Brouwers M. G. 2021 A&A 647 A175 2021A&A...647A.175O 10.1051/0004-6361/202039706
Padoan P. Kritsuk A. Norman M. L. Nordlund Å. 2005 ApJL 622 L61 2005ApJ...622L..61P 10.1086/429562
Palma-Bifani P. Chauvin G. Bonnefoy M. 2023 A&A 670 A90 2023A&A...670A..90P 10.1051/0004-6361/202244294
Petrus S. Bonnefoy M. Chauvin G. 2020 A&A 633 A124 2020A&A...633A.124P 10.1051/0004-6361/201935732
Petrus S. Bonnefoy M. Chauvin G. 2021 A&A 648 A59 2021A&A...648A..59P 10.1051/0004-6361/202038914
Petrus S. Chauvin G. Bonnefoy M. 2023 A&A 670 L9 2023A&A...670L...9P 10.1051/0004-6361/202244494
Plummer M. K. Wang J. 2022 ApJ 933 163 2022ApJ...933..163P 10.3847/1538-4357/ac75b9
Pollack J. B. Hubickyj O. Bodenheimer P. 1996 Icar 124 62 1996Icar..124...62P 10.1006/icar.1996.0190
Ringqvist S. C. Viswanath G. Aoyama Y. 2023 A&A 669 L12 2023A&A...669L..12R 10.1051/0004-6361/202245424
Ruffio J.-B. Macintosh B. Konopacky Q. M. 2019 AJ 158 200 2019AJ....158..200R 10.3847/1538-3881/ab4594
Saumon D. Marley M. S. 2008 ApJ 689 1327 2008ApJ...689.1327S 10.1086/592734
Showman A. P. Tan X. Parmentier V. 2020 SSRv 216 139 2020SSRv..216..139S 10.1007/s11214-020-00758-8
Skilling J. 2004 AIP Conf. Ser. 735, Bayesian Inference and Maximum Entropy Methods in Science and Engineering: 24th International Workshop on Bayesian Inference and Maximum Entropy Methods in Science and Engineering Fischer R. Preuss R. Toussaint U. V. Melville, NY AIP 395 2004AIPC..735..395S
Snellen I. A. G. Brandl B. R. de Kok R. J. 2014 Natur 509 63 2014Natur.509...63S 10.1038/nature13253
Sorahana S. Yamamura I. 2012 ApJ 760 151 2012ApJ...760..151S 10.1088/0004-637X/760/2/151
Spake J. J. Sing D. K. Wakeford H. R. 2021 MNRAS 500 4042 2021MNRAS.500.4042S 10.1093/mnras/staa3116
Stephens D. C. Leggett S. K. Cushing M. C. 2009 ApJ 702 154 2009ApJ...702..154S 10.1088/0004-637X/702/1/154
Stone J. M. Skemer A. J. Kratter K. M. 2016 ApJL 818 L12 2016ApJ...818L..12S 10.3847/2041-8205/818/1/L12
Suárez G. Metchev S. 2022 MNRAS 513 5701 2022MNRAS.513.5701S 10.1093/mnras/stac1205
Suárez G. Metchev S. 2023 MNRAS 523 4739 2023MNRAS.523.4739S 10.1093/mnras/stad1711
Suárez G. Metchev S. Leggett S. K. Saumon D. Marley M. S. 2021 ApJ 920 99 2021ApJ...920...99S 10.3847/1538-4357/ac1418
Suárez G. Vos J. M. Metchev S. Faherty J. K. Cruz K. 2023 ApJL 954 L6 2023ApJ...954L...6S 10.3847/2041-8213/acec4b
Tan X. Showman A. P. 2021a MNRAS 502 678 2021MNRAS.502..678T 10.1093/mnras/stab060
Tan X. Showman A. P. 2021b MNRAS 502 2198 2021MNRAS.502.2198T 10.1093/mnras/stab097
Tremblin P. Amundsen D. S. Mourier P. 2015 ApJL 804 L17 2015ApJ...804L..17T 10.1088/2041-8205/804/1/L17
Tremblin P. Chabrier G. Baraffe I. 2017 ApJ 850 46 2017ApJ...850...46T 10.3847/1538-4357/aa9214
Tsuji T. Ohnaka K. Aoki W. Nakajima T. 1996 A&A 308 L29 1996A&A...308L..29T
Venot O. Hébrard E. Agúndez M. 2012 A&A 546 A43 2012A&A...546A..43V 10.1051/0004-6361/201219310
Vos J. M. Burningham B. Faherty J. K. 2023 ApJ 944 138 2023ApJ...944..138V 10.3847/1538-4357/acab58
Wang J. Wang J. J. Ruffio J.-B. 2023 AJ 165 4 2023AJ....165....4W 10.3847/1538-3881/ac9f19
Wang J. J. Delorme J.-R. Ruffio J.-B. 2021 Proc. SPIE 11823 1182302 2021SPIE11823E..02W 10.1117/12.2596484
Wilcomb K. K. Konopacky Q. M. Barman T. S. 2020 AJ 160 207 2020AJ....160..207W 10.3847/1538-3881/abb9b1
Witte S. Helling C. Barman T. Heidrich N. Hauschildt P. H. 2011 A&A 529 A44 2011A&A...529A..44W 10.1051/0004-6361/201014105
Witte S. Helling C. Hauschildt P. H. 2009 A&A 506 1367 2009A&A...506.1367W 10.1051/0004-6361/200811501
Woitke P. Helling C. 2003 A&A 399 297 2003A&A...399..297W 10.1051/0004-6361:20021734
Woitke P. Helling C. 2004 A&A 414 335 2004A&A...414..335W 10.1051/0004-6361:20031605
Wright G. S. Rieke G. H. Glasse A. 2023 PASP 135 048003 2023PASP..135d8003W 10.1088/1538-3873/acbe66
Zahnle K. J. Marley M. S. 2014 ApJ 797 41 2014ApJ...797...41Z 10.1088/0004-637X/797/1/41
Zhang Y. Snellen I. A. G. Bohn A. J. 2021 Natur 595 370 2021Natur.595..370Z 10.1038/s41586-021-03616-x
Zhou Y. Bowler B. P. Apai D. 2022 AJ 164 239 2022AJ....164..239Z 10.3847/1538-3881/ac9905
Zhou Y. Bowler B. P. Morley C. V. 2020 AJ 160 77 2020AJ....160...77Z 10.3847/1538-3881/ab9e04