Pith. Sign in

RECORD

Subaru High-z Exploration of Low-Luminosity Quasars (SHELLQs). XVI. 69 New Quasars at 5.8 < z < 7.0

Astrophysics of Galaxies · Submitted 24 Nov 2021

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

The authors' main claim This demonstrates that the algorithm has very high efficiency, even though we are probing an unprecedentedly low-luminosity population down to M1450 ~ -21 mag.

how it is stated · asserted 1.00 read the record →

Comment (0) Read on arXiv ↗
Cite ▾
arXiv ID2111.12766 (version 1)
Pith ID677XHRBT, Pith's permanent record of this paper and its review
CitationAtsushi J. Nishizawa, Ayumi Takahashi, Chien-Hsiu Lee, Hiroaki Sameshima, Hiroyuki Ikeda, Hisanori Furusawa, Hitoshi Murayama, James Bosch, James E. Gunn, John D. Silverman, Kazushi Iwasawa, Kotaro Kohno, Masafusa Onoue, Masahiro Takada, Masami Ouchi, Masamune Oguri, Masatoshi Imanishi, Masayuki Akiyama, Masayuki Tanaka, Michael A. Strauss, Nanako Kato, Naoko Asami, Naoshi Sugiyama, Nobunari Kashikawa, Paul A. Price, Philip J. Tait, Rikako Ishimoto, Robert H. Lupton, Satoshi Kikuta, Satoshi Miyazaki, Shiang-Yu Wang, Tadafumi Takata, Takeo Minezaki, Takuji Yamashita, Takuma Izumi, Tohru Nagao, Tomotsugu Goto, Toshihiro Kawaguchi, Yoshiaki Ono, Yoshiki Matsuoka, Yoshiki Toba, Yousuke Utsumi, Yuichi Harikane, Yutaka Komiyama. "Subaru High-z Exploration of Low-Luminosity Quasars (SHELLQs). XVI. 69 New Quasars at 5.8 < z < 7.0." arXiv:2111.12766 (2021). https://pith.science/paper/677XHRBT
Claim paper

The compiled record

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.

Open the compiled record

Compiled by classifier-1.13.0 via TypeSafe API, question bank abstract-p1-20260923, 2026-09-23: 1 request, 6,651 input tokens.

What the abstract itself states, as probabilities: claims first 0.07 · states limitation 0.68 · human participants 0.02 · controlled comparison 0.03 · randomized assignment 0.01 · states quantitative result 0.99 · compares with prior results 0.74 · mentions code or data availability 0.04.

The abstract, sentence by sentence

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

We present the spectroscopic discovery of 69 quasars at 5.8 < z < 7.0, drawn from the Hyper Suprime-Cam (HSC) Subaru Strategic Program (SSP) imaging survey data. This is the 16th publication from the Subaru High-z Exploration of Low-Luminosity Quasars (SHELLQs) project, and completes identification of all but the faintest candidates (i.e., i-band dropouts with zAB < 24 and y-band detections, and z-band dropouts with yAB < 24) with Bayesian quasar probability Pq > 0.1 in the HSC-SSP third public data release (PDR3). The sample reported here also includes three quasars with Pq < 0.1 at z ~ 6.6, which we selected in an effort to completely cover the reddest point sources with simple color cuts. The number of high-z quasars discovered in SHELLQs has now grown to 162, including 23 type-II quasar candidates. This paper also presents identification of seven galaxies at 5.6 < z < 6.7, an [O III] emitter at z = 0.954, and 31 Galactic cool stars and brown dwarfs. High-z quasars and galaxies comprise 75 % and 16 % respectively of all the spectroscopic SHELLQs objects that pass our latest selection algorithm with the PDR3 photometry. That is, a total of 91 % of the objects lie at z > 5.6. This demonstrates that the algorithm has very high efficiency, even though we are probing an unprecedentedly low-luminosity population down to M1450 ~ -21 mag.

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 present the spectroscopic discovery of 69 quasars at 5.8 < z < 7.0, drawn from the Hyper Suprime-Cam (HSC) Subaru Strategic Program (SSP) imaging survey data. contribution 0.63 0.97 0.57 asserted 1.00
s1 This is the 16th publication from the Subaru High-z Exploration of Low-Luminosity Quasars (SHELLQs) project, and completes identification of all but the faintest candidates (i.e., i-band dropouts with zAB < 24 and y-band detections, and z-band dropouts with yAB < 24) with Bayesian quasar probability Pq > 0.1 in the HSC-SSP third public data release (PDR3). contribution 0.52 0.84 0.16 asserted 1.00
s2 The sample reported here also includes three quasars with Pq < 0.1 at z ~ 6.6, which we selected in an effort to completely cover the reddest point sources with simple color cuts. method 0.36 0.96 0.04 asserted 1.00
s3 The number of high-z quasars discovered in SHELLQs has now grown to 162, including 23 type-II quasar candidates. result 0.88 0.91 0.13 asserted 1.00
s4 This paper also presents identification of seven galaxies at 5.6 < z < 6.7, an [O III] emitter at z = 0.954, and 31 Galactic cool stars and brown dwarfs. result 0.92 0.96 0.06 asserted 1.00
s5 High-z quasars and galaxies comprise 75 % and 16 % respectively of all the spectroscopic SHELLQs objects that pass our latest selection algorithm with the PDR3 photometry. result 0.99 0.94 0.13 asserted 1.00
s6 That is, a total of 91 % of the objects lie at z > 5.6. result 0.90 0.87 0.12 asserted 1.00
s7 This demonstrates that the algorithm has very high efficiency, even though we are probing an unprecedentedly low-luminosity population down to M1450 ~ -21 mag. interpretation 1.00 0.88 0.40 asserted 1.00

What kind of paper the classifier reports this is: empirical study 0.95 · evidence from observation or experiment 0.67.

What was examined, and what was not

sources read
  • arXiv listing abstract v1
not examined
  • full text
  • figures and tables
  • references and citing sentences
  • relations to other papers
levels run
  • P abstract
not run
  • S sections
  • T body sentences
  • C citations
  • R cross-paper relations

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 present the spectroscopic discovery of 69 quasars at 5.8 < z < 7.0, drawn from the Hyper Suprime-Cam (HSC) Subaru Strategic Program (SSP) imaging survey data. This is the 16th publication from the Subaru High-z Exploration of Low-Luminosity Quasars (SHELLQs) project, and completes identification of all but the faintest candidates (i.e., i-band dropouts with zAB < 24 and y-band detections, and z-band dropouts with yAB < 24) with Bayesian quasar probability Pq > 0.1 in the HSC-SSP third public data release (PDR3). The sample reported here also includes three quasars with Pq < 0.1 at z ~ 6.6, which we selected in an effort to completely cover the reddest point sources with simple color cuts. The number of high-z quasars discovered in SHELLQs has now grown to 162, including 23 type-II quasar candidates. This paper also presents identification of seven galaxies at 5.6 < z < 6.7, an [O III] emitter at z = 0.954, and 31 Galactic cool stars and brown dwarfs. High-z quasars and galaxies comprise 75 % and 16 % respectively of all the spectroscopic SHELLQs objects that pass our latest selection algorithm with the PDR3 photometry. That is, a total of 91 % of the objects lie at z > 5.6. This demonstrates that the algorithm has very high efficiency, even though we are probing an unprecedentedly low-luminosity population down to M1450 ~ -21 mag.

Human review
References
How the literature uses it

4 arXiv papers cite this in 8 sentences

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

Papers citing it · 2 sentences without a confident label

Uses its method or tool 1 paper
Uses its data or values 2 papers
Cites it as background 1 paper
  • Wide-field optical and near-infrared surveys, including the Sloan Digital Sky Survey (SDSS) [ref] , Subaru High-$z$ Exploration of Low-Luminosity Quasars (SHELLQs) [ref] , the Canada–France–Hawaii Telescope Legacy Survey (CFHTLS) [ref] , the Panoramic Survey Telescope and Rapid Response System 1 (PanSTARRS1) [ref] , and the United Kingdom Infrared Telescope Infrared Deep Sky Survey (UKIDSS) [ref] , have discovered a large population of luminous quasars at $z≳6$ [ref] .

    Constraining supermassive primordial black hole clustering with the angular auto-correlation of $z\simeq 6$ quasars · Introduction · 0.81

What it cites · 1 sentence without a confident label

Uses data or values from 1 paper
  • All the $z$-dropout candidates have been observed; while the formal magnitude cut is $y_AB = 25.0$ (Step 1), the actual limiting magnitude depends mostly on the depth achieved in the HSC imaging, which is $y_AB ∼24.4$ for 5$σ$ detection of point sources in the Wide layer [ref] .

    Third Data Release of the Hyper Suprime-Cam Subaru Strategic Program · Candidate selection and spectroscopy · 0.98

Discussion

Know something about this paper? Leave a comment, or highlight any passage above to comment on it.