A distinct peak-flux distribution of the third class of gamma-ray bursts: A possible signature of X-ray flashes?
P. Veres, Z. Bagoly, I. Horv\'ath, A. M\'esz\'aros, L. G. Bal\'azs

TL;DR
This study identifies a distinct third class of gamma-ray bursts characterized by intermediate duration and soft spectra, with a unique peak-flux distribution, potentially linking them to X-ray flashes, and introduces a new probabilistic classification method.
Contribution
The paper provides evidence for a third gamma-ray burst class with distinct properties and proposes a new probabilistic approach for classifying these events, suggesting a connection to X-ray flashes.
Findings
Intermediate bursts have significantly lower peak-flux.
Long bursts with redshift have higher peak-flux.
The third class is likely related to X-ray flashes.
Abstract
Gamma-ray bursts are the most luminous events in the Universe. Going beyond the short-long classification scheme we work in the context of three burst populations with the third group of intermediate duration and softest spectrum. We are looking for physical properties which discriminate the intermediate duration bursts from the other two classes. We use maximum likelihood fits to establish group memberships in the duration-hardness plane. To confirm these results we also use k-means and hierarchical clustering. We use Monte-Carlo simulations to test the significance of the existence of the intermediate group and we find it with 99.8% probability. The intermediate duration population has a significantly lower peak-flux (with 99.94% significance). Also, long bursts with measured redshift have higher peak-fluxes (with 98.6% significance) than long bursts without measured redshifts. As the…
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