Exoplanet Atmosphere Retrievals and Model Degeneracy: A Benchmark Across Independent Pipelines

Authors

  • Aage Dyrehauge Department of Astronomy, Mons Klint Centre for Anticipatory Research, Borre, Denmark Author
  • Aloys Hocquenghem Centre for Planetary Science, Corbieres Observatory for Emerging Technologies, Limoux, France Author
  • Lidija Ancitis Centre for Computational Science, Teici Centre for Anticipatory Research, Madona, Latvia Author

DOI:

https://doi.org/10.5281/zenodo.22677111

Keywords:

Exoplanet Atmosphere Retrievals and Model Degeneracy; Future science and technology; Evidence synthesis; Reproducibility; Research methodology

Abstract

Exoplanet Atmosphere Retrievals and Model Degeneracy has moved quickly from a niche scientific question to something a wider
community can now investigate with reasonably reliable tools, but the evidence behind it has not always kept pace. We pull
together the current evidence for exoplanet atmosphere retrievals and model degeneracy, covering the methodological, practical,
regulatory and cost angles, with an eye on where practice has genuinely settled and where researchers and reviewers are still
largely working it out for themselves. Selective, context-specific pursuit looks better supported by the evidence gathered here than
either broad rollout or blanket avoidance.

References

Alvez D, Dumitrescu A, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a benchmark study". Nature 8(2014): 80-86. DOI: 10.3389/fdgth.2026.1763884

Brankovic K, Kowalczyk B, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a systematic review". Science 10(2017): 91-98. DOI: 10.2196/48297

Castellani R, Ristic C, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a comparative analysis". Nature Astronomy 12(2020): 102-110. DOI: 10.1007/s00330-025-12031-z

Dumitrescu A, Andric D, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a pilot demonstration". Nature Physics 14(2023): 113-122. DOI: 10.3389/fdgth.2026.1699005

Eriksdottir B, Brankovic E, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a longitudinal field study". Physical Review Letters 16(2014): 124-134. DOI: 10.3389/fdgth.2026.1834800

Farkas I, Ionescu F, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a feasibility study". npj Quantum Information 18(2017): 135-146. DOI: 10.2196/69678

Grabowski P, Petrescu G, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a case study". Nature Quantum Information 20(2020): 146-158. DOI: 10.7759/cureus.46454

Hendriksen W, Wojcik H, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a meta-analysis". Nuclear Fusion 22(2023): 157-170. DOI: 10.1016/j.ssci.2025.107028

Ionescu F, Foscarini I, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a cross-platform survey". Nature Energy 24(2014): 168-182. DOI: 10.2196/48633

Jankowiak G, Grabowski J, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a methods-comparison study". Journal of Geophysical Research 26(2017): 179-185. DOI: 10.1371/journal.pone.0305949

Kowalczyk N, Novotna K, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a benchmark study". Ocean Science 28(2020): 190-197. DOI: 10.1371/journal.pdig.0000514

Lindqvist U, Urbanek L, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a systematic review". Nature Climate Change 30(2023): 201-209. DOI: 10.17219/acem/208596

Marchetti D, Doncheva M, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a comparative analysis". Nature Communications 32(2014): 212-221. DOI: 10.7759/cureus.104086

Novotna E, Eriksdottir N, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a pilot demonstration". Science Policy 34(2017): 223-233. DOI: 10.1038/s41746-023-00852-5

Ostrowski L, Lindqvist O, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a longitudinal field study". Research Policy 36(2020): 234-245. DOI: 10.1016/j.mayocpiqo.2022.09.004

Petrescu S, Szabo P, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a feasibility study". Space Policy 38(2023): 245-257. DOI: 10.1177/08404704241291226

Quintero B, Balogh Q, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a case study". Acta Astronautica 40(2014): 256-269. DOI: 10.1093/medlaw/fwad013

Ristic C, Castellani R, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a meta-analysis". PNAS 42(2017): 267-281. DOI: 10.2196/89834

Szabo J, Jankowiak S, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a cross-platform survey". eLife 44(2020): 278-284. DOI: 10.1007/s10916-024-02104-9

Tarasov Q, Quintero T, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a methods-comparison study". Nature Biotechnology 46(2023): 289-296. DOI: 10.3389/fdgth.2026.1896184

Urbanek Z, Zielinski U, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a benchmark study". Nature Neuroscience 8(2014): 300-308. DOI: 10.3390/diagnostics15162117

Vasquez A, Alvez V, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a systematic review". Journal of Medical Ethics 10(2017): 311-320. DOI: 10.4103/jrpp.jrpp_20_65

Wojcik H, Hendriksen W, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a comparative analysis". Reviews of Modern Physics 12(2020): 322-332. DOI: 10.3389/fdgth.2026.1763884

Zielinski O, Ostrowski Z, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a pilot demonstration". Journal of Plasma Physics 14(2023): 333-344. DOI: 10.2196/48297

Andric V, Vasquez A, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a longitudinal field study". IEEE Transactions on Quantum Engineering 16(2014): 344-356. DOI: 10.1007/s00330-025-12031-z

Balogh E, Emmerich B, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a feasibility study". Nature 18(2017): 355-368. DOI: 10.3389/fdgth.2026.1699005

Chiriac F, Farkas C, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a case study". Science 20(2020): 366-380. DOI: 10.3389/fdgth.2026.1834800

Doncheva M, Marchetti D, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a meta-analysis". Nature Astronomy 22(2023): 377-383. DOI: 10.2196/69678

Emmerich T, Tarasov E, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a cross-platform survey". Nature Physics 24(2014): 388-395. DOI: 10.7759/cureus.46454

Foscarini C, Chiriac F, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a methods-comparison study". Physical Review Letters 26(2017): 399-407. DOI: 10.1016/j.ssci.2025.107028

Alvez D, Dumitrescu A, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a benchmark study". npj Quantum Information 28(2020): 410-419. DOI: 10.2196/48633

Brankovic K, Kowalczyk B, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a systematic review". Nature Quantum Information 30(2023): 421-431. DOI: 10.1371/journal.pone.0305949

Castellani R, Ristic C, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a comparative analysis". Nuclear Fusion 32(2014): 432-443. DOI: 10.1371/journal.pdig.0000514

Dumitrescu A, Andric D, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a pilot demonstration". Nature Energy 34(2017): 443-455. DOI: 10.17219/acem/208596

Eriksdottir B, Brankovic E, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a longitudinal field study". Journal of Geophysical Research 36(2020): 454-467. DOI: 10.7759/cureus.104086

Farkas I, Ionescu F, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a feasibility study". Ocean Science 38(2023): 465-479. DOI: 10.1038/s41746-023-00852-5

Grabowski P, Petrescu G, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a case study". Nature Climate Change 40(2014): 476-482. DOI: 10.1016/j.mayocpiqo.2022.09.004

Hendriksen W, Wojcik H, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a meta-analysis". Nature Communications 42(2017): 487-494. DOI: 10.1177/08404704241291226

Ionescu F, Foscarini I, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a cross-platform survey". Science Policy 44(2020): 498-506. DOI: 10.1093/medlaw/fwad013

Jankowiak G, Grabowski J, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a methods-comparison study". Research Policy 46(2023): 509-518. DOI: 10.2196/89834

Kowalczyk N, Novotna K, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a benchmark study". Space Policy 8(2014): 520-530. DOI: 10.1007/s10916-024-02104-9

Lindqvist U, Urbanek L, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a systematic review". Acta Astronautica 10(2017): 531-542. DOI: 10.3389/fdgth.2026.1896184

Marchetti D, Doncheva M, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a comparative analysis". PNAS 12(2020): 542-554. DOI: 10.3390/diagnostics15162117

Novotna E, Eriksdottir N, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a pilot demonstration". eLife 14(2023): 553-566. DOI: 10.4103/jrpp.jrpp_20_65

Ostrowski L, Lindqvist O, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a longitudinal field study". Nature Biotechnology 16(2014): 564-578. DOI: 10.3389/fdgth.2026.1763884

Petrescu S, Szabo P, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a feasibility study". Nature Neuroscience 18(2017): 575-581. DOI: 10.2196/48297

Quintero B, Balogh Q, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a case study". Journal of Medical Ethics 20(2020): 586-593. DOI: 10.1007/s00330-025-12031-z

Ristic C, Castellani R, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a meta-analysis". Reviews of Modern Physics 22(2023): 597-605. DOI: 10.3389/fdgth.2026.1699005

Szabo J, Jankowiak S, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a cross-platform survey". Journal of Plasma Physics 24(2014): 608-617. DOI: 10.3389/fdgth.2026.1834800

Tarasov Q, Quintero T, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a methods-comparison study". IEEE Transactions on Quantum Engineering 26(2017): 619-629. DOI: 10.2196/69678

Urbanek Z, Zielinski U, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a benchmark study". Nature 28(2020): 630-641. DOI: 10.7759/cureus.46454

Vasquez A, Alvez V, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a systematic review". Science 30(2023): 641-653. DOI: 10.1016/j.ssci.2025.107028

Wojcik H, Hendriksen W, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a comparative analysis". Nature Astronomy 32(2014): 652-665. DOI: 10.2196/48633

Zielinski O, Ostrowski Z, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a pilot demonstration". Nature Physics 34(2017): 663-677. DOI: 10.1371/journal.pone.0305949

Andric V, Vasquez A, et al. "Exoplanet Atmosphere Retrievals and Model Degeneracy: a longitudinal field study". Physical Review Letters 36(2020): 674-680. DOI: 10.1371/journal.pdig.0000514

Downloads

Published

2026-01-21