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A Comparative Study of Luminosity Functions and Event Rate Densities of Long GRBs with Non-parametric Method

High Energy Astrophysical Phenomena · Submitted 30 Mar 2021

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

The authors' main claim Therefore, we predict that two types of long bursts are favored in terms of their associations with both the star formation and the cosmic metallicity.

how it is stated · hedged possibility 0.46 read the record →

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arXiv ID2103.16347 (version 2)
Pith IDWKCHQ5TZ, Pith's permanent record of this paper and its review
CitationX. F. Dong, X. J. Li, X. L. Zhang, Z. B. Zhang. "A Comparative Study of Luminosity Functions and Event Rate Densities of Long GRBs with Non-parametric Method." arXiv:2103.16347 (2021). https://pith.science/paper/WKCHQ5TZ
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Compiled by classifier-1.13.0 via TypeSafe API, question bank abstract-p1-20260923, 2026-09-23: 1 request, 6,604 input tokens.

What the abstract itself states, as probabilities: claims first 0.02 · states limitation 0.65 · human participants 0.01 · controlled comparison 0.24 · randomized assignment 0.01 · states quantitative result 0.98 · compares with prior results 0.94 · mentions code or data availability 0.02.

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arXiv listing abstract v2. Results and the main claim are underlined; .

In this work, we restudy the dependence of luminosity function and event rates for different gamma-ray burst samples on the criteria of sample selection and threshold effect. To compare with many previous studies, we have chosen two samples including 88 and 118 long bursts with known redshift and peak flux over 2.6 ph cm$^{-2}$ s$^{-1}$, from which 79 bursts are picked out to constitute our complete sample. It is found that the evolution of luminosity with redshift can be expressed by $L\propto(1+z)^k$ with a diverse $k$ relied more on the sample selection. Interestingly, the cumulative distributions of either non-evolving luminosities or redshifts are found to be also determined by the sample selection rather than the instrumental sensitivity. Nevertheless, the non-evolving luminosities of our samples are similarly distributed with a comparable break luminosity of $L_0\sim10^{51}$ erg s$^{-1}$. Importantly, we verify with a K-S test that three cases of event rates for the two burst samples evolve with redshift similarly except a small discrepancy due to sampling differences at low-redshift of $z<1$, in which all event rates show an excess of Gaussian profile instead of monotonous decline no matter whether the sample is complete. Most importantly, it is found that the burst rates violate the star formation rate at low redshift, while both of them are good in agreement with each other in the higher-redshift regions as many authors discovered previously. Therefore, we predict that two types of long bursts are favored in terms of their associations with both the star formation and the cosmic metallicity.

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 In this work, we restudy the dependence of luminosity function and event rates for different gamma-ray burst samples on the criteria of sample selection and threshold effect. contribution 0.99 0.76 0.05 unclear 0.67
s1 To compare with many previous studies, we have chosen two samples including 88 and 118 long bursts with known redshift and peak flux over 2.6 ph cm$^{-2}$ s$^{-1}$, from which 79 bursts are picked out to constitute our complete sample. method 0.99 0.91 0.02 asserted 0.96
s2 It is found that the evolution of luminosity with redshift can be expressed by $L\propto(1+z)^k$ with a diverse $k$ relied more on the sample selection. result 1.00 0.91 0.13 asserted 1.00
s3 Interestingly, the cumulative distributions of either non-evolving luminosities or redshifts are found to be also determined by the sample selection rather than the instrumental sensitivity. result 1.00 0.94 0.10 asserted 1.00
s4 Nevertheless, the non-evolving luminosities of our samples are similarly distributed with a comparable break luminosity of $L_0\sim10^{51}$ erg s$^{-1}$. result 1.00 0.92 0.07 asserted 1.00
s5 Importantly, we verify with a K-S test that three cases of event rates for the two burst samples evolve with redshift similarly except a small discrepancy due to sampling differences at low-redshift of $z<1$, in which all event rates show an excess of Gaussian profile instead of monotonous decline no matter whether the sample is complete. result 1.00 0.96 0.15 asserted 1.00
s6 Most importantly, it is found that the burst rates violate the star formation rate at low redshift, while both of them are good in agreement with each other in the higher-redshift regions as many authors discovered previously. result 0.98 0.75 0.41 asserted 1.00
s7 Therefore, we predict that two types of long bursts are favored in terms of their associations with both the star formation and the cosmic metallicity. interpretation 1.00 0.56 0.48 hedged possibility 0.46

What kind of paper the classifier reports this is: empirical study 0.99 · evidence from analysis of existing data 1.00.

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The paper
Original abstract

In this work, we restudy the dependence of luminosity function and event rates for different gamma-ray burst samples on the criteria of sample selection and threshold effect. To compare with many previous studies, we have chosen two samples including 88 and 118 long bursts with known redshift and peak flux over 2.6 ph cm$^{-2}$ s$^{-1}$, from which 79 bursts are picked out to constitute our complete sample. It is found that the evolution of luminosity with redshift can be expressed by $L\propto(1+z)^k$ with a diverse $k$ relied more on the sample selection. Interestingly, the cumulative distributions of either non-evolving luminosities or redshifts are found to be also determined by the sample selection rather than the instrumental sensitivity. Nevertheless, the non-evolving luminosities of our samples are similarly distributed with a comparable break luminosity of $L_0\sim10^{51}$ erg s$^{-1}$. Importantly, we verify with a K-S test that three cases of event rates for the two burst samples evolve with redshift similarly except a small discrepancy due to sampling differences at low-redshift of $z<1$, in which all event rates show an excess of Gaussian profile instead of monotonous decline no matter whether the sample is complete. Most importantly, it is found that the burst rates violate the star formation rate at low redshift, while both of them are good in agreement with each other in the higher-redshift regions as many authors discovered previously. Therefore, we predict that two types of long bursts are favored in terms of their associations with both the star formation and the cosmic metallicity.

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  • The event rate of GRBs can be written as [equation] where $(1+z)$ results from the cosmological time dilation and $dV(z)/dz$ is the differential comoving volume which can be expressed as [ref] [equation] where the comoving volume at a redshift of $z$ is $V=4πD_M^3/3$ with the comoving distance of $D_M=d_l/(1+z)$ ( [ref] ).

    Distance measures in cosmology · Luminosity Function and Event Rate of GRBs · 0.89

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