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Evaluation of the potential of a gamma-ray observatory to detect astrophysical neutrinos through inclined showers

High Energy Physics - Phenomenology · Submitted 23 Aug 2022

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

The authors' main claim We demonstrate that a ${\rm km^2}$-scale wide field-of-view ground-based gamma-ray observatory could detect a couple of Very-High to Ultra-High energy (VHE-UHE) neutrino events per year with a reasonable pointing accuracy, making it an interesting facility for multi-messenger studies with both photons and neutrinos.

how it is stated · hedged possibility 0.63 read the record →

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arXiv ID2208.11072 (version 2)
Pith IDBR7IMKKZ, Pith's permanent record of this paper and its review
CitationBernardo Tom\'e, Jaime Alvarez-Mu\~niz, M\'ario Pimenta, Pedro J. Costa, Ruben Concei\c{c}\~ao. "Evaluation of the potential of a gamma-ray observatory to detect astrophysical neutrinos through inclined showers." arXiv:2208.11072 (2022). https://pith.science/paper/BR7IMKKZ
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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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Compiled by classifier-1.13.0 via TypeSafe API, question bank abstract-p1-20260923, 2026-09-23: 1 request, 3,793 input tokens.

What the abstract itself states, as probabilities: claims first 0.03 · states limitation 0.37 · human participants 0.02 · controlled comparison 0.07 · randomized assignment 0.01 · states quantitative result 0.96 · compares with prior results 0.08 · mentions code or data availability 0.02.

The abstract, sentence by sentence

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

We assess the capabilities of a ground-based gamma-ray observatory to detect astrophysical neutrinos with energies in the $100\,{\rm TeV}$ to $100\,{\rm PeV}$ range. The identification of these events would be done through the measurement of very inclined extensive air showers induced by downward-going and upward-going neutrinos. The discrimination of neutrino-induced showers in the overwhelming cosmic-ray background is achieved by analysing the balance of the total electromagnetic and muonic signals of the shower at the ground. We demonstrate that a ${\rm km^2}$-scale wide field-of-view ground-based gamma-ray observatory could detect a couple of Very-High to Ultra-High energy (VHE-UHE) neutrino events per year with a reasonable pointing accuracy, making it an interesting facility for multi-messenger studies with both photons and neutrinos.

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 We assess the capabilities of a ground-based gamma-ray observatory to detect astrophysical neutrinos with energies in the $100\,{\rm TeV}$ to $100\,{\rm PeV}$ range. contribution 0.98 0.75 0.04 asserted 0.71
s1 The identification of these events would be done through the measurement of very inclined extensive air showers induced by downward-going and upward-going neutrinos. method 0.99 0.22 0.03 asserted 0.97
s2 The discrimination of neutrino-induced showers in the overwhelming cosmic-ray background is achieved by analysing the balance of the total electromagnetic and muonic signals of the shower at the ground. method 1.00 0.48 0.04 asserted 1.00
s3 We demonstrate that a ${\rm km^2}$-scale wide field-of-view ground-based gamma-ray observatory could detect a couple of Very-High to Ultra-High energy (VHE-UHE) neutrino events per year with a reasonable pointing accuracy, making it an interesting facility for multi-messenger studies with both photons and neutrinos. result 0.78 0.88 0.93 hedged possibility 0.63

What kind of paper the classifier reports this is: simulation study 0.77 · evidence from simulation or computation 0.95.

What was examined, and what was not

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  • figures and tables
  • references and citing sentences
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  • P abstract
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  • T body sentences
  • C citations
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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

We assess the capabilities of a ground-based gamma-ray observatory to detect astrophysical neutrinos with energies in the $100\,{\rm TeV}$ to $100\,{\rm PeV}$ range. The identification of these events would be done through the measurement of very inclined extensive air showers induced by downward-going and upward-going neutrinos. The discrimination of neutrino-induced showers in the overwhelming cosmic-ray background is achieved by analysing the balance of the total electromagnetic and muonic signals of the shower at the ground. We demonstrate that a ${\rm km^2}$-scale wide field-of-view ground-based gamma-ray observatory could detect a couple of Very-High to Ultra-High energy (VHE-UHE) neutrino events per year with a reasonable pointing accuracy, making it an interesting facility for multi-messenger studies with both photons and neutrinos.

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References
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What this paper does with the arXiv papers it cites

Each citing sentence is taken from the citing paper's LaTeX source and typed by Pith's classifier. A label appears at probability 0.8 or more (0.95 for support), a contest at 0.7 or more; the quoted words are the citing authors'. How each label was checked · JSON

What it cites · 10 sentences without a confident label

Uses the method or tool of 2 papers
  • Showers generated by upward-going neutrinos interacting within the Earth's crust and developing in the ground, were simulated using the AIRES framework, version 2.8.4a [ref] .

    AIRES: A system for air shower simulations · Simulation Framework and Data Analysis · 1.00

  • The simulated values of and for signal and background events are fed into ROOT's Toolkit for Multivariate Data Analysis (TMVA) [ref] to separate the two classes of events as described in the next section.

    TMVA - Toolkit for Multivariate Data Analysis · Simulation Framework and Data Analysis · 1.00

Uses data or values from 2 papers
Cites as background 5 papers
  • In this work, we investigate the sensitivity of a ground-based wide field-of-view gamma-ray observatory, such as the LHAASO experiment [ref] or the future SWGO [ref] , for the detection of astrophysical neutrinos in the energy range of hundreds of TeV up to hundreds of PeV.

    1905.02773 · Experimental strategy · 0.90

  • In this work, we investigate the sensitivity of a ground-based wide field-of-view gamma-ray observatory, such as the LHAASO experiment [ref] or the future SWGO [ref] , for the detection of astrophysical neutrinos in the energy range of hundreds of TeV up to hundreds of PeV.

    The Southern Wide-Field Gamma-Ray Observatory (SWGO): A Next-Generation Ground-Based Survey Instrument for VHE Gamma-Ray Astronomy · Experimental strategy · 0.90

  • The simultaneous measurement of gamma-rays and neutrinos coming from the same astrophysical source, known as multi-messenger measurements, is highly aspired, and it has in the last years been reshaping the experimental panorama with the addition of new, more ambitious upgrades and new experiments (see, for instance, [ref] ).

    2008.04323 · Introduction · 0.87

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