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Bayesian re-analysis of the radial velocities of Gliese 581. Evidence in favour of only four planetary companions

Earth and Planetary Astrophysics · Submitted 16 Feb 2011

abstract compiled · 2026-09-23 · no language-model review

The authors' main claim We conclude that based on the Bayesian model probabilities and the nature of the posterior densities of the different models, there is evidence in favour of four planets orbiting GJ 581.

how it is stated · hedged possibility 0.55 read the record →

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arXiv ID1102.3314 (version 1)
Pith IDKFKJU3NV, Pith's permanent record of this paper and its review
CitationMikko Tuomi. "Bayesian re-analysis of the radial velocities of Gliese 581. Evidence in favour of only four planetary companions." arXiv:1102.3314 (2011). https://pith.science/paper/KFKJU3NV
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The paper's own sentences, arranged. Each label is drawn from a closed vocabulary; the number beside it is the probability the classifier gave that label. Numbers in the tables are the authors', checked by code. No sentence in this record was written by a model.

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What the abstract itself states, as probabilities: claims first 0.03 · states limitation 0.23 · human participants 0.01 · controlled comparison 0.12 · randomized assignment 0.01 · states quantitative result 0.95 · compares with prior results 0.95 · mentions code or data availability 0.02.

The abstract, sentence by sentence

arXiv listing abstract v1. Results and the main claim are underlined; .

The Gliese 581 planetary system has received attention because it has been proposed to host a low-mass planet in its habitable zone. We re-analyse the radial velocity measurements reported to contain six planetary signals to see whether these conclusions remain valid when the analyses are made using Bayesian tools instead of the common periodogram analyses. We analyse the combined radial velocity data set obtained using the HARPS and HIRES spectrographs using posterior sampling techniques and computation of the posterior probabilities of models with differing numbers of Keplerian signals. We do not fix the orbital eccentricities and stellar jitter to certain values but treat these as free parameters of our statistical models. Hence, we can take the uncertainties of these parameters into account when assessing the number of planetary signals present in the data, the point estimates of all of the model parameters, and the uncertainties of these parameters. We conclude that based on the Bayesian model probabilities and the nature of the posterior densities of the different models, there is evidence in favour of four planets orbiting GJ 581. The HARPS and HIRES data do not imply the conclusion that there are two additional companions orbiting GJ 581. We also revise the orbital parameters of the four companions in the system. Especially, according to our results, the eccentricities of all the companions in the system are consistent with zero.

background contribution method result interpretation main claim

What the classifier reports for each sentence. The number is the probability it gave the label.
#sentencerolethe authors' own workstates the main conclusionstrength
s0 The Gliese 581 planetary system has received attention because it has been proposed to host a low-mass planet in its habitable zone. background 1.00 0.04 0.02 hedged possibility 0.64
s1 We re-analyse the radial velocity measurements reported to contain six planetary signals to see whether these conclusions remain valid when the analyses are made using Bayesian tools instead of the common periodogram analyses. contribution 0.94 0.84 0.03 asserted 0.46
s2 We analyse the combined radial velocity data set obtained using the HARPS and HIRES spectrographs using posterior sampling techniques and computation of the posterior probabilities of models with differing numbers of Keplerian signals. method 0.99 0.94 0.02 asserted 0.98
s3 We do not fix the orbital eccentricities and stellar jitter to certain values but treat these as free parameters of our statistical models. method 0.99 0.95 0.02 asserted 0.99
s4 Hence, we can take the uncertainties of these parameters into account when assessing the number of planetary signals present in the data, the point estimates of all of the model parameters, and the uncertainties of these parameters. method 0.79 0.81 0.03 asserted 0.64
s5 We conclude that based on the Bayesian model probabilities and the nature of the posterior densities of the different models, there is evidence in favour of four planets orbiting GJ 581. result 0.84 0.95 0.96 hedged possibility 0.55
s6 The HARPS and HIRES data do not imply the conclusion that there are two additional companions orbiting GJ 581. result 0.55 0.81 0.22 asserted 0.98
s7 We also revise the orbital parameters of the four companions in the system. result 0.55 0.96 0.04 asserted 1.00
s8 Especially, according to our results, the eccentricities of all the companions in the system are consistent with zero. result 0.99 0.95 0.06 hedged possibility 0.94

What kind of paper the classifier reports this is: empirical study 0.85 · evidence from analysis of existing data 1.00.

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Every quoted sentence on this record is the authors'. Every label is from Pith's closed vocabulary, with the probability shown beside it. Every number in the measurements table is the authors', checked by code. Record as JSON

The paper
Original abstract

The Gliese 581 planetary system has received attention because it has been proposed to host a low-mass planet in its habitable zone. We re-analyse the radial velocity measurements reported to contain six planetary signals to see whether these conclusions remain valid when the analyses are made using Bayesian tools instead of the common periodogram analyses. We analyse the combined radial velocity data set obtained using the HARPS and HIRES spectrographs using posterior sampling techniques and computation of the posterior probabilities of models with differing numbers of Keplerian signals. We do not fix the orbital eccentricities and stellar jitter to certain values but treat these as free parameters of our statistical models. Hence, we can take the uncertainties of these parameters into account when assessing the number of planetary signals present in the data, the point estimates of all of the model parameters, and the uncertainties of these parameters. We conclude that based on the Bayesian model probabilities and the nature of the posterior densities of the different models, there is evidence in favour of four planets orbiting GJ 581. The HARPS and HIRES data do not imply the conclusion that there are two additional companions orbiting GJ 581. We also revise the orbital parameters of the four companions in the system. Especially, according to our results, the eccentricities of all the companions in the system are consistent with zero.

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