REVIEW 4 major objections 6 minor 102 references
Discovery of four Narrow-line Type-1 Quasars at z = 2.54 -- 6.06 with Subaru 'Onohi'ula PFS-SSP
T0 review · 4 major / 6 minor · reviewed 2026-08-14 · deepseek-v4-flash
Pith's one-line read The PFS-SSP survey has discovered four narrow-line type-1 quasars at z = 2.54–6.06 whose Lyman-alpha line widths near 1,400 km/s, large equivalent widths, and CIV-based black-hole masses of about 10^6.9–10^7.7 solar masses mark them as…
desk verdict A small, honest discovery paper: four new narrow-line quasars at z~3-6 from PFS, whose main caveat—Ly-alpha as a proxy for NLS1 status—is stated by the authors themselves. read the letter →
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
The reading
What carries the argument
The central selection device is the Lyman-alpha FWHM < 2000 km/s criterion applied to rest-UV spectra of 57 broad-line AGN candidates, replacing the classical NLS1 definition (H-beta FWHM < 2000 km/s with [O III]/H-beta < 3) because H-beta is redshifted out of optical reach beyond z ~ 1. Spectra are modeled with the publicly available PyQSOFit code using a power-law plus Fe II template continuum and up to three Gaussian components for Ly-alpha; the measured widths are corrected for instrumental broadening. For black-hole masses the paper uses the CIV single-epoch virial relation of Vestergaard & Peterson (2006), combining the CIV FWHM with the 1350 Å continuum luminosity, and bolometric luminosities come from the Richards et al. (2006) correction factor (L_bol = 3.81 x lambda L_1350). Absorption-line classification uses the balnicity index of Weymann et al. (1991) and the absorption index of Hall et al. (2002) to identify the mini-BAL in J1613+5427.
What would settle it
Measure the MgII or H-beta line widths for the three NLQ1s with CIV detections: if any width exceeds about 2000 km/s, the Ly-alpha-based selection would be shown to select a different population, undermining the NLS1 analogy. Alternatively, a detailed radiative-transfer analysis showing that the narrow Ly-alpha width arises from optically thick, low-velocity gas rather than from orbital motion in a compact broad-line region would break the kinematic link to black-hole mass.
Extended reading notes
Core claim
The paper claims that four narrow-line type-1 quasars (NLQ1s) exist at z = 2.54–6.06, selected purely by a Lyman-$\alpha$ FWHM below 2000 km/s among 57 broad-line AGN candidates observed in the PFS-SSP Galaxy Evolution field. The resulting objects show prominent Ly-$\alpha$ emission on very weak continua, with mean rest-frame equivalent width near 190 Å, several times the typical quasar value, and two of the quasars convert roughly 3–4% of their bolometric luminosity into Ly-$\alpha$. CIV-based single-epoch black-hole masses for three objects are $10^{6}$.9–$10^{7}$.7 solar masses, about 1.5 dex lower than the median of other PFS quasars at the same redshifts, while their Eddington ratios cluster near 0.4–0.7 (with one uncertain high value), compared to a median near 0.05 for the other quasars. The paper further identifies one object, J1613+5427, as a mini-BAL quasar with broad absorption in N V and C IV, linking high Eddington accretion to outflowing winds. The authors conclude that NLQ1s may represent an early evolutionary phase in which a young, still-light black hole accretes vigorously and clears surrounding gas as it grows toward a typical luminous quasar.
Load-bearing premise
That a Lyman-alpha line width under 2000 km/s identifies the same black-hole population as the classical H-beta width criterion used for local NLS1 galaxies, even though Ly-alpha is a resonant line whose width can be affected by radiative transfer, outflows, and the absorption of its blue wing.
Editorial extensions
If this is right
- If the identification holds, NLS1-like objects existed as early as z ~ 6, where they would trace black holes of about 10^7 solar masses accreting near the Eddington limit, providing direct probes of the early growth channel for supermassive black holes.
- The large Ly-alpha equivalent widths and high Ly-alpha-to-bolometric luminosity ratios of these four objects imply a dense, high-column broad-line-region gas that efficiently converts ionizing photons into line emission, a property that could be used to find more NLQ1s photometrically.
- The detection of a mini-BAL outflow in one NLQ1 supports the scenario in which high-Eddington accretion drives winds that clear the surrounding gas, connecting NLS1-like activity to feedback processes in the early universe.
- Because the selection used only Ly-alpha width yet recovered objects with low black-hole masses and high Eddington ratios, Ly-alpha narrowness may serve as a practical, rest-UV diagnostic for finding low-mass, rapidly accreting quasars in large spectroscopic surveys at z > 2.
Reading between the lines
- The four objects are found in the first semester's small target set (57 broad-line AGN); if the full PFS-SSP program observes tens of thousands of AGN, the same selection could yield hundreds of NLQ1s, turning a rare-object report into a statistical sample that maps the redshift evolution of the NLS1 population.
- A direct test of the paper's core assumption would be near-infrared spectroscopy to measure MgII or H-beta widths for these quasars; if those widths also fall below ~2000 km/s, the Ly-alpha-based selection would be strongly validated, whereas a mismatch would limit Ly-alpha as a kinematic tracer.
- The unusually high Ly-alpha equivalent widths could make NLQ1s detectable as strong line emitters in narrow-band or slitless surveys at z > 5, offering a route to constrain the space density of low-mass, actively accreting black holes during the epoch of reionization.
- If the mini-BAL object J1613+5427 represents a common phase of NLQ1 evolution, then a fraction of high-redshift broad-absorption-line quasars may actually be young, low-mass black holes with strong outflows, which would affect how BAL populations are interpreted in AGN demography.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. The paper reports a systematic search for narrow-line type-1 quasars (NLQ1s) among 57 broad-line AGN targets observed by the Subaru PFS-SSP Galaxy Evolution survey, using rest-frame Lyα FWHM < 2000 km s⁻¹ as the selection criterion. The authors identify four objects, three secure and one candidate at z = 6.06, with Lyα FWHM between 1410 and 1510 km s⁻¹ and unusually high Lyα equivalent widths. For three objects with detected C IV, they derive single-epoch black hole masses of log(M_BH/M_sun) ≈ 6.9–7.7 and Eddington ratios above 0.1, and they interpret the sample as high-redshift analogues of local narrow-line Seyfert 1 galaxies, with one object classified as a mini-BAL quasar. The paper emphasizes that this is the first statistical search for NLQ1s in the z > 2 regime, enabled by the early PFS-SSP data.
Significance. If the Lyα-based selection does trace the classical Hβ-defined NLS1 population, the paper provides the first systematic z > 2 census of NLQ1s, including a candidate at z ≈ 6.06, and the derived low black hole masses and high Eddington ratios would be directly relevant to models of early supermassive black hole growth. The strengths of the paper are its transparent description of the spectral fitting and error-correction procedures, the use of the public PyQSOFit code, the independent verification of the z = 6 detection in all six prestacked spectra, and the explicit caveats about the BAL-affected C IV profile and the IGM damping wing in the z = 6 object. However, the population-level identification with NLS1s is currently founded on a single proxy (Lyα FWHM) whose relationship to the classical Hβ-based criterion is explicitly unvalidated, and most of the quantitative black hole statistics rest on two objects, one of which is BAL-affected. The objects themselves are credible discoveries, but the interpretive claims require further support.
major comments (4)
- [Sections 1 and 3.2] The central claim that the four objects are high-redshift analogues of classical NLS1 galaxies rests on equating a Lyα FWHM < 2000 km s⁻¹ selection with the classical definition based on Hβ FWHM < 2000 km s⁻¹ and [O III]/Hβ < 3. The paper itself states in Section 1 that 'it is not yet clear whether quasars with NLS1-like spectra... represent the same population as classical NLS1s.' Lyα is a resonant line whose observed width is shaped by radiative transfer, outflows, and IGM absorption, not only by virial BLR kinematics. The comparison in Section 4.1 between Lyα and C IV FWHMs for the two non-BAL NLQ1s (n = 2) is suggestive but not sufficient to validate the mapping. I request that the authors either calibrate the Lyα-to-Hβ FWHM relation using a low-redshift sample with both lines, or substantially soften the population claim in the title, abstract, and Section 5, presenting the objects instead as narrow-line Lyα quasars whose NLS1 nature remains to be established.
- [Section 4.1, Table 3 (J1613+5427)] The C IV FWHM of J1613+5427 (774 km s⁻¹) is measured on a profile that is strongly affected by a BAL trough. The authors acknowledge that the BAL may lead to an underestimate of the black hole mass and an overestimate of the Eddington ratio, yet this object is included in the median values log(M_BH/M_sun) = 7.25 and λ_Edd = 0.72 that are used to argue that NLQ1s have lower black hole masses and higher Eddington ratios than other PFS quasars. Because this is one of only three NLQ1s with C IV, the median is highly sensitive to its unreliable measurement. I request that the authors recompute the summary statistics excluding J1613+5427, or assign an upper limit on its C IV width reflecting the BAL uncertainty, and state how the comparison with the R21 sample and the other PFS quasars changes.
- [Section 3.2 and Figure 7 caption (J1611+5359)] For the z = 6.06 object J1611+5359, the red side of Lyα is absorbed by the IGM damping wing, and the text explicitly states that the broad component is unconstrained. Nevertheless, this object is included in the quoted sample statistics: the mean Lyα FWHM of ~1430 km s⁻¹, the mean EW of ~190 Å, and the stated FWHM range of 1410–1510 km s⁻¹ all include this object. Since its FWHM is essentially determined from the red wing only, the derived 1410 ± 61 km s⁻¹ and EW of 313 ± 31 Å carry systematic uncertainties that are not captured by the reported errors. I ask the authors to present the summary statistics both with and without this candidate, and to clearly flag the candidate status in Table 2 and in the abstract.
- [Section 4.1, equation (6)] The black hole masses are derived from the C IV single-epoch recipe of Vestergaard & Peterson (2006). This estimator is known to be systematically biased for high-Eddington-ratio quasars, where C IV often exhibits strong blueshifts and may be narrower than Hβ, leading to underestimated masses. Since the paper's main physical conclusion is that NLQ1s harbor low-mass, high-Eddington-ratio black holes, the authors should discuss this well-known systematics and, ideally, cross-check the masses with Mg II-based estimates where available (e.g., for the z = 2.54 object if Mg II falls in the spectral coverage). Without such a discussion, the quoted mass scale and the comparison with the R21 sample are not robust.
minor comments (6)
- [Table 2 and Section 3.2] The mean Lyα EW of ~190 Å is dominated by the z = 6 candidate (EW = 313 Å), while the three secure objects have EWs of 18, 256, and 170 Å; consider quoting the median or clearly separating the candidate from the sample mean.
- [Section 4.1] For J1610+5413, the flux at rest-frame 1350 Å was replaced with the HSC r-band photometric measurement because the fitted L_1350 was negative. At z = 3.32, the HSC r-band corresponds to rest-frame ~1430 Å, not 1350 Å; please specify the color term or K-correction applied, or justify the direct substitution.
- [Section 1] In the introduction, 'Pans-STARRS1' is a typo for 'Pan-STARRS1'; please correct it.
- [Section 3.1] The text cites 'T. Boroson et al. (1992)' for the optical Fe II template, but the reference list contains no 1992 Boroson entry; please add the full citation or correct the citation to the appropriate source.
- [Section 4.2] The abstract and summary state that N V and C IV broad absorption lines are detected in J1613+5427, but the quantitative absorption index (AI) is computed only for C IV; N V is shown in the spectrum but its absorption is not measured or characterized.
- [Figure 4] The text says the two non-BAL NLQ1s lie close to the one-to-one line in the Lyα–C IV FWHM comparison; with only two points, this statement should be phrased as a tentative trend rather than a validation of the proxy.
Circularity Check
No circularity: the object discovery and CIV-based black hole masses are independent of the NLS1 analogy claim.
full rationale
The central result—four narrow-line type-1 quasars with Ly-alpha FWHM 1410–1510 km/s, high EWs, and CIV-based black hole masses of 10^6.9–10^7.7 solar masses—is derived from measured PFS spectra, not from the NLS1 conclusion. The selection criterion (Ly-alpha FWHM < 2000 km/s) is an observational cut applied to the fitted line profiles; the paper explicitly acknowledges that the mapping to classical NLS1s is unvalidated ('it is not yet clear whether quasars with NLS1-like spectra... represent the same population as classical NLS1s'), so it does not assert identity by construction. Black hole masses use the independent Vestergaard & Peterson CIV single-epoch relation (Eq. 6) applied to CIV FWHM and 1350 Å luminosity, quantities not used in the Ly-alpha selection. Eddington ratios follow from these masses and a standard bolometric correction. Comparisons with Rakshit et al. (2021) and local NLS1 samples are external benchmarks rather than inputs. Self-citations (Takahashi et al. 2024; Onoue et al. 2019) are motivational and do not carry the load of the new measurement; no equation or fitted parameter is recycled as a prediction.
Assumptions & free parameters
free parameters (4)
- Power-law continuum normalization a0 and slope a1 =
fit per spectrum
- Third-order polynomial continuum coefficients b_i =
fit per spectrum
- Fe II template parameters c0, c1, c2 =
fit per spectrum
- Gaussian line profile parameters for Ly-alpha and CIV =
fit per spectrum
assumptions (4)
- domain assumption Ly-alpha FWHM below 2000 km/s selects the same AGN population as the classical H-beta-based NLS1 definition.
- domain assumption The CIV single-epoch virial mass recipe calibrated on local AGNs remains unbiased for high-z, weak-continuum objects.
- domain assumption The bolometric correction L_bol = 3.81 times lambda L1350 is valid for these extreme weak-continuum, strong-line objects.
- domain assumption For z>4 targets, excluding all flux blueward of Ly-alpha still leaves enough red-wing information to constrain the line width.
Cite this review
Pith. "Pith review of Discovery of four Narrow-line Type-1 Quasars at z = 2.54 -- 6.06 with Subaru 'Onohi'ula PFS-SSP." pith.science (2026). https://pith.science/paper/TVYLL7YC
@misc{pith2026260810074,
author = {Pith},
title = {Pith review of: Discovery of four Narrow-line Type-1 Quasars at z = 2.54 -- 6.06 with Subaru 'Onohi'ula PFS-SSP},
year = {2026},
howpublished = {\url{https://pith.science/paper/TVYLL7YC}},
note = {Machine review of arXiv:2608.10074}
}
abstract
We report the discovery of four narrow-line type-1 quasars (NLQ1s) from the Subaru 'Onohi'ula Prime Focus Spectrograph Subaru Strategic Program (PFS-SSP). To extend a comprehensive understanding of this population to the distant universe, we searched for broad-line AGNs (quasars) whose rest-UV spectral shapes resemble those of local NLS1 galaxies, utilizing the Ly$\alpha$ line profile. We identified four NLQ1s, including one candidate, at $z=2.54$ -- $6.06$. The obtained spectra show a prominent Ly$\alpha$ emission line with a very low continuum level. The measured full width at half maximum (FWHM) of Ly$\alpha$ ranges from $1410 \ \mathrm{km\,s^{-1}}$ to $1510 \ \mathrm{km\,s^{-1}}$ with a mean of $\sim 1430 \,\mathrm{km\,s^{-1}}$. Although we used only line width information for the NLQ1 selection, the resulting equivalent widths (EW) of Ly$\alpha$ are higher (the mean $\sim 190$\,\AA \ in the rest frame) than the typical values of quasars. Two quasars have exceptionally large Ly$\alpha$ luminosity, accounting for $\sim 3$ -- $4$\% of the bolometric luminosity. We measured black hole masses and Eddington ratios for three objects whose C\,\textsc{iv} line is available. The resulting black hole masses are $\sim 10^{6.9}$ -- $10^{7.7}\, M_{\odot}$ with high Eddington ratios ($> 0.1$), consistent with those of NLS1 galaxies reported in the low-$z$ universe. N\,\textsc{v} and C\,\textsc{iv} broad absorption lines are detected in one object. This quasar can be classified as a mini-BAL quasar, which further supports the idea that this NLQ1 is indeed a luminous version of an NLS1 galaxy.
Figures
Figures from the paper (5 more)
Reference graph
Works this paper leans on
-
[1]
High-redshift Narrow-line Seyfert 1 Galaxies: A Candidate Sample. , keywords =. doi:10.3847/1538-4365/abd9bb , archivePrefix =. 2106.01772 , primaryClass =
-
[2]
Narrow-line Seyfert 1 galaxies in Sloan Digital Sky Survey: a new optical spectroscopic catalogue. , keywords =. doi:10.1093/mnras/stad3650 , archivePrefix =. 2311.13818 , primaryClass =
-
[3]
Comparisons of the Emission-Line and Continuum Properties of Broad Absorption Line and Normal Quasi-stellar Objects. , keywords =. doi:10.1086/170020 , adsurl =
-
[4]
Bulletin of the American Astronomical Society , year = 1990, volume =
On the Fraction of Optically-Selected QSOs with Broad Absorption Lines in Their Spectra. Bulletin of the American Astronomical Society , year = 1990, volume =
1990
-
[5]
A Catalog of Broad Absorption Line Quasars from the Sloan Digital Sky Survey Third Data Release. , keywords =. doi:10.1086/503834 , archivePrefix =. astro-ph/0603070 , primaryClass =
-
[6]
2MASS Reveals a Large Intrinsic Fraction of BALQSOs. , keywords =. doi:10.1086/523688 , archivePrefix =. 0704.2882 , primaryClass =
-
[7]
The FIRST-2MASS Red Quasar Survey. II. An Anomalously High Fraction of LoBALs in Searches for Dust-Reddened Quasars. , keywords =. doi:10.1088/0004-637X/698/2/1095 , archivePrefix =. 0808.3668 , primaryClass =
-
[8]
The Sloan Digital Sky Survey Quasar Catalog: Fourteenth data release. , keywords =. doi:10.1051/0004-6361/201732445 , archivePrefix =. 1712.05029 , primaryClass =
Show all 102 references
-
[9]
, keywords =
Unusual Broad Absorption Line Quasars from the Sloan Digital Sky Survey. , keywords =. doi:10.1086/340546 , archivePrefix =. astro-ph/0203252 , primaryClass =
-
[10]
, keywords =
The spectra of narrow-line Seyfert 1 galaxies. , keywords =. doi:10.1086/163513 , adsurl =
-
[11]
, keywords =
Spectropolarimetry of ``Narrow-Line'' Seyfert 1 Galaxies. , keywords =. doi:10.1086/167586 , adsurl =
-
[12]
, year = 1994, month = may, volume =
GINGA observations of the X-ray spectra of Seyfert galaxies. , year = 1994, month = may, volume =. doi:10.1093/mnras/268.2.405 , adsurl =
1994 doi
- [13]
-
[14]
A Comprehensive Spectral and Variability Study of Narrow-Line Seyfert 1 Galaxies Observed by ASCA. I. Observations and Time Series Analysis. , keywords =. doi:10.1086/313277 , archivePrefix =. astro-ph/9907294 , primaryClass =
-
[15]
, keywords =
Black Hole Mass and Eddington Ratio as Drivers for the Observable Properties of Radio-loud and Radio-quiet QSOs. , keywords =. doi:10.1086/324486 , archivePrefix =. astro-ph/0109317 , primaryClass =
-
[16]
, keywords =
On the Nature of Seyfert Galaxies with High [O III] 5007 Blueshifts. , keywords =. doi:10.1086/587932 , archivePrefix =. 0803.0240 , primaryClass =
-
[17]
, keywords =
The Simultaneous Optical-to-X-Ray Spectral Energy Distribution of Soft X-Ray Selected Active Galactic Nuclei Observed by Swift. , keywords =. doi:10.1088/0067-0049/187/1/64 , archivePrefix =. 1001.3140 , primaryClass =
-
[18]
, keywords =
Correlation Analysis of a Large Sample of Narrow-line Seyfert 1 Galaxies: Linking Central Engine and Host Properties. , keywords =. doi:10.1088/0004-6256/143/4/83 , archivePrefix =. 1201.2810 , primaryClass =
-
[19]
, keywords =
M _ BH - Relation for a Complete Sample of Soft X-Ray-selected Active Galactic Nuclei. , keywords =. doi:10.1086/420975 , archivePrefix =. astro-ph/0312390 , primaryClass =
-
[20]
A Comprehensive Study of 2000 Narrow Line Seyfert 1 Galaxies from the Sloan Digital Sky Survey. I. The Sample. , keywords =. doi:10.1086/504869 , archivePrefix =. astro-ph/0603759 , primaryClass =
2000 arXiv
-
[21]
, keywords =
Extreme Fe II emission from an IRAS quasar. , keywords =. doi:10.1093/mnras/235.1.261 , adsurl =
-
[22]
The Narrow-Line Region of Narrow-Line and Broad-Line Type 1 Active Galactic Nuclei. I. A Zone of Avoidance in Density. , keywords =. doi:10.1086/521697 , archivePrefix =. 0706.2574 , primaryClass =
-
[23]
, keywords =
Is There a Metallicity-Luminosity Relationship in Active Galactic Nuclei? The Case of Narrow-Line Seyfert 1 Galaxies. , keywords =. doi:10.1086/339797 , archivePrefix =. astro-ph/0201437 , primaryClass =
-
[24]
, keywords =
Gas Metallicity of Narrow-Line Regions in Narrow-Line Seyfert 1 Galaxies and Broad-Line Seyfert 1 Galaxies. , keywords =. doi:10.1086/341355 , archivePrefix =. astro-ph/0204171 , primaryClass =
-
[25]
, keywords =
The Emission-Line Properties of Low-Redshift Quasi-stellar Objects. , keywords =. doi:10.1086/191661 , adsurl =
-
[26]
, keywords =
Are the black hole masses in narrow-line Seyfert 1 galaxies actually small?. , keywords =. doi:10.1111/j.1745-3933.2008.00451.x , archivePrefix =. 0801.4560 , primaryClass =
2008
-
[27]
, keywords =
Black hole mass estimate for a sample of radio-loud narrow-line Seyfert 1 galaxies. , keywords =. doi:10.1093/mnras/stt157 , archivePrefix =. 1212.1181 , primaryClass =
-
[28]
, keywords =
Radio-loud Narrow Line Seyfert 1 under a different perspective: a revised black hole mass estimate from optical spectropolarimetry. , keywords =. doi:10.1093/mnrasl/slw019 , archivePrefix =. 1602.02783 , primaryClass =
-
[29]
Progress of Theoretical Physics Supplement , keywords =
The Origin of the Soft Excess in High L/L _ Edd AGN. Progress of Theoretical Physics Supplement , keywords =. doi:10.1143/PTPS.169.248 , archivePrefix =. astro-ph/0703452 , primaryClass =
-
[30]
, keywords =
Spectral Properties of Quasars from Sloan Digital Sky Survey Data Release 14: The Catalog. , keywords =. doi:10.3847/1538-4365/ab99c5 , archivePrefix =. 1910.10395 , primaryClass =
1910 arXiv
-
[31]
Scientific Reports , keywords =
Discovery of a very Lyman- -luminous quasar at z \, = \, 6.62. Scientific Reports , keywords =. doi:10.1038/srep41617 , archivePrefix =. 1706.05785 , primaryClass =
-
[32]
Subaru High-z Exploration of Low-luminosity Quasars (SHELLQs). I. Discovery of 15 Quasars and Bright Galaxies at 5.7 < z < 6.9. , keywords =. doi:10.3847/0004-637X/828/1/26 , archivePrefix =. 1603.02281 , primaryClass =
-
[33]
Subaru High-z Exploration of Low-luminosity Quasars (SHELLQs). VI. Black Hole Mass Measurements of Six Quasars at 6.1 z 6.7. , keywords =. doi:10.3847/1538-4357/ab29e9 , archivePrefix =. 1904.07278 , primaryClass =
1904 arXiv
-
[34]
Subaru High-z Exploration of Low-luminosity Quasars (SHELLQs). XVII. Black Hole Mass Distribution at z 6 Estimated via Spectral Comparison with Low-z Quasars. , keywords =. doi:10.3847/1538-4357/ad045e , archivePrefix =. 2310.12222 , primaryClass =
-
[35]
Ground-based and Airborne Instrumentation for Astronomy VI , year = 2016, editor =
Prime Focus Spectrograph (PFS) for the Subaru telescope: overview, recent progress, and future perspectives. Ground-based and Airborne Instrumentation for Astronomy VI , year = 2016, editor =. doi:10.1117/12.2232103 , archivePrefix =. 1608.01075 , primaryClass =
2016 arXiv
-
[36]
, keywords =
Extragalactic science, cosmology, and Galactic archaeology with the Subaru Prime Focus Spectrograph. , keywords =. doi:10.1093/pasj/pst019 , archivePrefix =. 1206.0737 , primaryClass =
- [37]
-
[38]
PyQSOFit: Python code to fit the spectrum of quasars
-
[39]
, keywords =
Maps of Dust Infrared Emission for Use in Estimation of Reddening and Cosmic Microwave Background Radiation Foregrounds. , keywords =. doi:10.1086/305772 , archivePrefix =. astro-ph/9710327 , primaryClass =
-
[40]
, keywords =
Correcting for the Effects of Interstellar Extinction. , keywords =. doi:10.1086/316293 , archivePrefix =. astro-ph/9809387 , primaryClass =
-
[41]
, keywords =
Composite Quasar Spectra from the Sloan Digital Sky Survey. , keywords =. doi:10.1086/321167 , archivePrefix =. astro-ph/0105231 , primaryClass =
-
[42]
, keywords =
The Relationship between Luminosity and Broad-Line Region Size in Active Galactic Nuclei. , keywords =. doi:10.1086/431275 , archivePrefix =. astro-ph/0504484 , primaryClass =
-
[43]
Determining Central Black Hole Masses in Distant Active Galaxies and Quasars. II. Improved Optical and UV Scaling Relationships. , keywords =. doi:10.1086/500572 , archivePrefix =. astro-ph/0601303 , primaryClass =
-
[44]
, keywords =
The Sloan Digital Sky Survey Quasar Survey: Quasar Luminosity Function from Data Release 3. , keywords =. doi:10.1086/503559 , archivePrefix =. astro-ph/0601434 , primaryClass =
-
[45]
New Astronomy Reviews , keywords =
Observational similarities and potential connections between luminous ultrasoft NLS1s and BALQSOs. New Astronomy Reviews , keywords =. doi:10.1016/S1387-6473(00)00081-6 , archivePrefix =. astro-ph/0005140 , primaryClass =
-
[46]
, keywords =
Is There a Connection between Broad Absorption Line Quasars and Narrow-Line Seyfert 1 Galaxies?. , keywords =. doi:10.1088/0004-6256/149/2/85 , archivePrefix =. 1412.8256 , primaryClass =
-
[47]
, keywords =
Emergence of a Broad Absorption Line Outflow in the Narrow-line Seyfert 1 Galaxy WPVS 007. , keywords =. doi:10.1088/0004-637X/701/1/176 , archivePrefix =. 0906.2149 , primaryClass =
-
[48]
, keywords =
The Fraction and Kinematics of Broad Absorption Line Quasars across Cosmic Time. , keywords =. doi:10.3847/1538-4357/accea4 , archivePrefix =. 2301.09731 , primaryClass =
-
[49]
, keywords =
Quasar Str \"o mgren Spheres Before Cosmological Reionization. , keywords =. doi:10.1086/312937 , archivePrefix =. astro-ph/0006376 , primaryClass =
-
[50]
, keywords =
The Earliest Luminous Sources and the Damping Wing of the Gunn-Peterson Trough. , keywords =. doi:10.1086/312934 , archivePrefix =. astro-ph/0006271 , primaryClass =
-
[51]
, keywords =
The Detectability of High-Redshift Ly Emission Lines prior to the Reionization of the Universe. , keywords =. doi:10.1086/343101 , archivePrefix =. astro-ph/0205410 , primaryClass =
-
[52]
Constraining the Evolution of the Ionizing Background and the Epoch of Reionization with z -0.5ex 6 Quasars. II. A Sample of 19 Quasars. , keywords =. doi:10.1086/504836 , archivePrefix =. astro-ph/0512082 , primaryClass =
-
[53]
, keywords =
Implications of z 6 Quasar Proximity Zones for the Epoch of Reionization and Quasar Lifetimes. , keywords =. doi:10.3847/1538-4357/aa6c60 , archivePrefix =. 1703.02539 , primaryClass =
-
[54]
Subaru High-z Exploration of Low-luminosity Quasars (SHELLQs). XI. Proximity Zone Analysis for Faint Quasar Spectra at z 6. , keywords =. doi:10.3847/1538-4357/abb80b , archivePrefix =. 2009.06648 , primaryClass =
2009 arXiv
-
[55]
, keywords =
New quasar proximity zone size measurements at z 6 using the enlarged XQR-30 sample. , keywords =. doi:10.1093/mnras/stad1326 , archivePrefix =. 2305.00998 , primaryClass =
-
[56]
, keywords =
Time-dependent behaviour of quasar proximity zones at z 6. , keywords =. doi:10.1093/mnras/stz3303 , archivePrefix =. 1903.12346 , primaryClass =
1903 arXiv
-
[57]
, keywords =
Secondary standard stars for absolute spectrophotometry. , keywords =. doi:10.1086/160817 , adsurl =
-
[58]
, year = 2013, month = nov, volume =
Candidate type II quasars at 2 < z < 4.3 in the Sloan Digital Sky Survey III. , year = 2013, month = nov, volume =
2013
-
[59]
, keywords =
The Seventeenth Data Release of the Sloan Digital Sky Surveys: Complete Release of MaNGA, MaStar, and APOGEE-2 Data. , keywords =. doi:10.3847/1538-4365/ac4414 , archivePrefix =. 2112.02026 , primaryClass =
-
[60]
, keywords =
A quasar discovered at redshift 6.6 from Pan-STARRS1. , keywords =. doi:10.1093/mnras/stw3287 , archivePrefix =. 1612.06148 , primaryClass =
-
[61]
, keywords =
The Sloan Digital Sky Survey Reverberation Mapping Project: Sample Characterization. , keywords =. doi:10.3847/1538-4365/ab074f , archivePrefix =. 1810.01447 , primaryClass =
-
[62]
, keywords =
An Empirical Ultraviolet Template for Iron Emission in Quasars as Derived from I Zwicky 1. , keywords =. doi:10.1086/320357 , archivePrefix =. astro-ph/0104320 , primaryClass =
-
[63]
, keywords =
The Black Hole Mass-Galaxy Bulge Relationship for QSOs in the Sloan Digital Sky Survey Data Release 3. , keywords =. doi:10.1086/513086 , archivePrefix =. astro-ph/0612568 , primaryClass =
-
[64]
Fe II Emission in 14 Low-Redshift Quasars. I. Observations. , keywords =. doi:10.1086/506376 , archivePrefix =. astro-ph/0606040 , primaryClass =
-
[65]
, keywords =
Hyper Suprime-Cam: System design and verification of image quality. , keywords =. doi:10.1093/pasj/psx063 , adsurl =
-
[66]
arXiv e-prints , keywords =
Prime Focus Spectrograph on the Subaru Telescope: Overview of Science Operations. arXiv e-prints , keywords =. doi:10.48550/arXiv.2606.14012 , archivePrefix =. 2606.14012 , primaryClass =
-
[67]
, keywords =
A Catalog of Quasar Properties from Sloan Digital Sky Survey Data Release 16. , keywords =. doi:10.3847/1538-4365/ac9ead , archivePrefix =. 2209.03987 , primaryClass =
-
[68]
, keywords =
Third data release of the Hyper Suprime-Cam Subaru Strategic Program. , keywords =. doi:10.1093/pasj/psab122 , archivePrefix =. 2108.13045 , primaryClass =
-
[69]
, keywords =
The CFHT large area U-band deep survey (CLAUDS). , keywords =. doi:10.1093/mnras/stz2522 , archivePrefix =. 1909.05898 , primaryClass =
1909 arXiv
-
[70]
, keywords =
JADES: The diverse population of infant black holes at 4 < z < 11: Merging, tiny, poor, but mighty. , keywords =. doi:10.1051/0004-6361/202347640 , archivePrefix =. 2308.01230 , primaryClass =
-
[71]
, keywords =
GA-NIFS: A massive black hole in a low-metallicity AGN at z 5.55 revealed by JWST/NIRSpec IFS. , keywords =. doi:10.1051/0004-6361/202346137 , archivePrefix =. 2302.06647 , primaryClass =
-
[72]
, keywords =
A high black-hole-to-host mass ratio in a lensed AGN in the early Universe. , keywords =. doi:10.1038/s41586-024-07184-8 , archivePrefix =. 2308.05735 , primaryClass =
-
[73]
, keywords =
A JWST/NIRSpec First Census of Broad-line AGNs at z = 4-7: Detection of 10 Faint AGNs with M _ BH 10 ^ 6 - 10 ^ 8 M _ ☉ and Their Host Galaxy Properties. , keywords =. doi:10.3847/1538-4357/ad029e , archivePrefix =. 2303.11946 , primaryClass =
-
[74]
, keywords =
Hidden Little Monsters: Spectroscopic Identification of Low-mass, Broad-line AGNs at z > 5 with CEERS. , keywords =. doi:10.3847/2041-8213/ace5a0 , archivePrefix =. 2302.00012 , primaryClass =
-
[75]
, keywords =
Undermassive Host Galaxies of Five z 6 Luminous Quasars Detected with JWST. , keywords =. doi:10.3847/1538-4357/ad2a57 , archivePrefix =. 2310.18395 , primaryClass =
-
[76]
EIGER. V. Characterizing the Host Galaxies of Luminous Quasars at z 6. , keywords =. doi:10.3847/1538-4357/ad3914 , archivePrefix =. 2309.04614 , primaryClass =
-
[77]
, keywords =
JWST CEERS and JADES Active Galaxies at z = 4-7 Violate the Local M _ -M _ Relation at >3 : Implications for Low-mass Black Holes and Seeding Models. , keywords =. doi:10.3847/2041-8213/ad0158 , archivePrefix =. 2308.12331 , primaryClass =
-
[78]
, keywords =
A CEERS Discovery of an Accreting Supermassive Black Hole 570 Myr after the Big Bang: Identifying a Progenitor of Massive z > 6 Quasars. , keywords =. doi:10.3847/2041-8213/ace619 , archivePrefix =. 2303.08918 , primaryClass =
-
[79]
, keywords =
Radio-loud Narrow-Line Type 1 Quasars. , keywords =. doi:10.1086/505043 , archivePrefix =. astro-ph/0603680 , primaryClass =
-
[80]
, keywords =
Unshifted Metastable He I* Mini-broad Absorption Line System in the Narrow-line Type 1 Quasar SDSS J080248.18+551328.9. , keywords =. doi:10.1088/0004-637X/800/1/56 , archivePrefix =. 1412.2881 , primaryClass =
-
[81]
, keywords =
The Redshift Evolution of the M _ ─M _ Relation for JWST's Supermassive Black Holes at z > 4. , keywords =. doi:10.3847/1538-4357/ad3044 , archivePrefix =. 2401.04159 , primaryClass =
-
[82]
Intrinsic Absorption Lines in Seyfert 1 Galaxies. I. Ultraviolet Spectra from the Hubble Space Telescope. , keywords =. doi:10.1086/307144 , archivePrefix =. astro-ph/9812265 , primaryClass =
-
[83]
, keywords =
The Largest Blueshifts of the [O III] Emission Line in Two Narrow-Line Quasars. , keywords =. doi:10.1086/426075 , archivePrefix =. astro-ph/0409546 , primaryClass =
-
[84]
, keywords =
Searching for the physical drivers of eigenvector 1: influence of black hole mass and Eddington ratio. , keywords =. doi:10.1046/j.1365-2966.2003.07033.x , archivePrefix =. astro-ph/0307367 , primaryClass =
2003
-
[85]
, keywords =
Comptonization in Super-Eddington Accretion Flow and Growth Timescale of Supermassive Black Holes. , keywords =. doi:10.1086/376404 , archivePrefix =. astro-ph/0304373 , primaryClass =
-
[86]
, keywords =
The Host Galaxies of Narrow-Line Seyfert 1 Galaxies: Evidence for Bar-Driven Fueling. , keywords =. doi:10.1086/377625 , archivePrefix =. astro-ph/0306404 , primaryClass =
-
[87]
, keywords =
A Bar Fuels a Supermassive Black Hole?: Host Galaxies of Narrow-Line Seyfert 1 Galaxies. , keywords =. doi:10.1086/510204 , archivePrefix =. astro-ph/0610355 , primaryClass =
-
[88]
, keywords =
Revisiting the So tan Argument Based on a Semianalytical Model for Galaxy and Black Hole Evolution. , keywords =. doi:10.3847/1538-4357/ab9949 , archivePrefix =. 2006.02436 , primaryClass =
2006 arXiv
-
[89]
, keywords =
Growth of massive black holes by super-Eddington accretion. , keywords =. doi:10.1051/0004-6361:20040157 , archivePrefix =. astro-ph/0405024 , primaryClass =
-
[90]
, keywords =
An 800-million-solar-mass black hole in a significantly neutral Universe at a redshift of 7.5. , keywords =. doi:10.1038/nature25180 , archivePrefix =. 1712.01860 , primaryClass =
-
[91]
, keywords =
Probing Early Supermassive Black Hole Growth and Quasar Evolution with Near-infrared Spectroscopy of 37 Reionization-era Quasars at 6.3 < z 7.64. , keywords =. doi:10.3847/1538-4357/ac2b32 , archivePrefix =. 2109.13942 , primaryClass =
-
[92]
, keywords =
A Luminous Quasar at Redshift 7.642. , keywords =. doi:10.3847/2041-8213/abd8c6 , archivePrefix =. 2101.03179 , primaryClass =
-
[93]
, keywords =
A luminous quasar at a redshift of z = 7.085. , keywords =. doi:10.1038/nature10159 , archivePrefix =. 1106.6088 , primaryClass =
-
[94]
, keywords =
An ultraluminous quasar with a twelve-billion-solar-mass black hole at redshift 6.30. , keywords =. doi:10.1038/nature14241 , archivePrefix =. 1502.07418 , primaryClass =
-
[95]
, keywords =
Rapid Growth of High-Redshift Black Holes. , keywords =. doi:10.1086/466521 , archivePrefix =. astro-ph/0506040 , primaryClass =
-
[96]
, keywords =
Photon trapping enables super-Eddington growth of black hole seeds in galaxies at high redshift. , keywords =. doi:10.1111/j.1365-2966.2012.21127.x , archivePrefix =. 1111.5424 , primaryClass =
2012
-
[97]
, keywords =
Super-critical Growth of Massive Black Holes from Stellar-mass Seeds. , keywords =. doi:10.1088/2041-8205/784/2/L38 , archivePrefix =. 1402.6995 , primaryClass =
-
[98]
Science , keywords =
Rapid growth of seed black holes in the early universe by supra-exponential accretion. Science , keywords =. doi:10.1126/science.1251053 , archivePrefix =. 1408.1718 , primaryClass =
-
[99]
A comparative analysis of high- and low-ionization lines
Black hole mass estimates in quasars. A comparative analysis of high- and low-ionization lines. , keywords =. doi:10.1051/0004-6361/201935265 , archivePrefix =. 1905.00617 , primaryClass =
1905 arXiv
-
[100]
, keywords =
Quasar Broad Absorption Line Variability on Multiyear Timescales. , keywords =. doi:10.1086/527462 , archivePrefix =. 0712.1831 , primaryClass =
-
[101]
, keywords =
The X-ray Properties of the Optically Brightest Mini-Bal Quasars from the Sloan Digital Sky Survey. , keywords =. doi:10.1088/0004-637X/724/1/762 , archivePrefix =. 1009.3928 , primaryClass =
-
[102]
Goals, definition and observations
The European Large Area ISO Survey - I. Goals, definition and observations. , keywords =. doi:10.1046/j.1365-8711.2000.03550.x , archivePrefix =. astro-ph/0003263 , primaryClass =
2000
Reviewed August 14, 2026 · model on record in the stance chip above.
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