REVIEW 3 major objections 8 minor 157 references
Reviewed by Pith at T0; open to challenge.
T0 means a machine referee read the full paper against a public rubric. The mark states how deep the mechanical check went, never who wrote it. the ladder, T0–T4 →
T0 review · glm-5.2
Cherenkov light separated from sub-MeV electrons in scintillator
2026-07-09 09:36 UTC pith:BJHCDWUS
load-bearing objection Cherenkov separation in LAr is the real result; the ALP exclusion is provisional. the 3 major comments →
First Demonstration of a Hybrid Cherenkov and Scintillation Detector in a Proof-of-Principle Axion Search at a Beam Dump
The pith
A machine-rendered reading of the paper's core claim, the machinery that carries it, and where it could break.
Core claim
The central discovery is that coating 80% of PMTs in a liquid argon detector with wavelength-shifting material while leaving 20% uncoated creates a practical hybrid optical detector capable of event-by-event Cherenkov separation from sub-MeV electrons, validated at greater than 5 sigma confidence, and that this separation provides enough additional background rejection to exclude new axion-like particle parameter space despite reduced exposure compared to prior analyses.
What carries the argument
The hybrid detector design uses wavelength discrimination between coated and uncoated PMTs combined with 2 ns timing resolution to isolate prompt visible Cherenkov photons from slower wavelength-shifted scintillation light, supported by a differentiable GEANT4 simulation framework for optical model calibration and a transformer-based graph neural network for position reconstruction.
Load-bearing premise
The axion-like particle search background model assumes that data collected just before each beam pulse accurately represents the steady-state background during the signal timing window, and that neutron-wall data fully characterizes the shape of beam-related neutron backgrounds; if the true background in the signal region differs from these proxies due to time-dependent beam conditions or unmodeled neutron interactions, the exclusion limits could shift.
What would settle it
A control sample of events known to produce no Cherenkov light, such as the cobalt-57 calibration data, should show no excess in the Cherenkov-enhanced time region on uncoated PMTs; the thesis reports 0.79% of cobalt events with one or more hits, consistent with the expected random background rate of 0.51%.
If this is right
- Hybrid Cherenkov-scintillation detectors using liquid argon could be scaled to much larger volumes for next-generation dark sector and neutrino experiments, potentially offering better background rejection than pure scintillation detectors at lower cost than dedicated Cherenkov detectors.
- The differentiable simulation approach developed for optical model calibration could be adopted by other liquid argon experiments to efficiently characterize light propagation parameters in high-dimensional spaces without prohibitive computational costs.
- The four-observable likelihood ratio method combining Cherenkov timing, directionality, pulse shape, and spatial topology could be generalized to other rare-event searches where electromagnetic final states must be distinguished from hadronic backgrounds.
- The Cherenkov separation technique could improve neutrinoless double beta decay searches by providing a handle to distinguish two-electron signal events from single-electron backgrounds in large scintillation detectors.
- The optical parameter measurements in unpurified liquid argon, including absorption lengths, scattering lengths, and scintillation time constants, provide reference data for future detectors that may not achieve ultra-high purity.
Editorial analysis
A structured set of objections, weighed in public.
Referee Report
Summary. This thesis presents the first demonstration of a hybrid Cherenkov and scintillation detector in a proof-of-principle axion-like particle (ALP) search at the LANSCE beam dump, using the Coherent CAPTAIN-Mills (CCM200) liquid argon detector. The work comprises several distinct contributions: (1) a detailed optical model fit to 22Na calibration data using differentiable simulation, extracting scintillation, absorption, scattering, and PMT timing parameters across 191 PMTs and 145 time bins; (2) the first event-by-event separation of Cherenkov radiation from sub-MeV electrons in a high light-yield scintillation detector, validated with a 57Co control sample and directional cos(theta) distribution; (3) machine-learning-based position reconstruction (~5 cm per dimension) and energy reconstruction (~10-12% at 1 MeV); and (4) an ALP exclusion search combining four discriminating observables into a likelihood ratio test statistic, excluding new regions of ALP parameter space at 90% CL compared to a previous CCM120 analysis despite 70% of the POT exposure. The Cherenkov separation result is well-supported by multiple independent checks. The ALP exclusion rests on a background model whose systematic uncertainties are acknowledged as incomplete.
Significance. The Cherenkov separation result is a genuine first: event-by-event identification of Cherenkov light from sub-MeV electrons in a scintillation detector, validated against an independent 57Co control sample (0.79% hit rate vs. 9.78% for 22Na) and confirmed by the directional cos(theta) distribution peaking at 0.8-0.9 as expected for 0.7-1.0 MeV electrons. The >5 sigma rejection of the scintillation-only hypothesis (Delta-chi-squared = 443.5 for 20 dof) is compelling. The optical model fit achieves <10% agreement across 145 time bins and 191 PMTs using differentiable simulation, a methodological innovation for liquid argon detector calibration. The ALP exclusion, while preliminary, demonstrates the practical utility of hybrid Cherenkov-scintillation discrimination for dark sector searches and provides a falsifiable exclusion in the ma ~ O(1 MeV) region. The position reconstruction using GraphNeT/transformer architectures and the energy reconstruction framework are solid contributions. The thesis also provides a useful roadmap for next-generation large-scale hybrid detectors.
major comments (3)
- Section 7.4.2.4 and Fig. 7.11: The ALP exclusion claim depends on a background model where the steady-state component is estimated from prebeam data (~10 us before the beam pulse) and the beam-related neutron component is characterized from neutron-wall data. Section 7.4.2.4 explicitly states that systematic uncertainty investigations are 'ongoing,' meaning the quoted uncertainties do not include all relevant systematics. The feature at ~5 MeV in the prebeam energy distribution (Fig. 7.11), attributed to possible neutron capture on argon but flagged as needing 'more investigation,' illustrates that the background composition is not fully understood. The exclusion limits in Fig. 7.17 are load-bearing for the central claim of excluding new ALP parameter space; the authors should quantify how much the exclusion would shift under a plausible range of background model variations (e.g., 10-20%
- Fig. 7.11 and Section 7.4: The relative fraction of steady-state vs. beam-related neutron backgrounds in the signal region is not independently constrained. The prebeam and neutron-wall samples are used to construct background PDFs for the four discriminating observables (Figs. 7.5-7.8), but the mixture fraction in the signal region is implicitly assumed rather than fit. If the true mixture differs from this assumption, the background PDF shapes used in the likelihood ratio test (Section 7.3.1.5) could be mis-modeled. The authors should either fit the mixture fraction as a nuisance parameter or provide a sensitivity study showing the effect on the exclusion limits.
- Section 7.3.1.5 and Fig. 7.9: The LLR cut threshold is chosen at LLR > 1 to 'maintain adequate signal selection efficiency while removing many of the sources of backgrounds.' The optimization criterion for this threshold is not described. Since the exclusion limit depends on the signal efficiency (Fig. 7.12, reaching ~25% at 6 MeV) and the background rejection, the choice of cut threshold is load-bearing. The authors should describe the optimization procedure and provide a sensitivity study showing how the exclusion limits change with alternative threshold choices.
minor comments (8)
- Section 4.4.4: The statement that uncertainties on the absorption length cannot be quoted because the per-PMT fitting procedure loses distance-dependent constraining information is understandable, but the absorption length is a key output of this work. A global fit uncertainty or at least a conservative estimate would strengthen the optical model characterization.
- Section 4.4.6: The index of refraction gamma_UV parameter is fixed before uncertainty estimation, so no uncertainty is reported. Since this parameter affects Cherenkov yield predictions, at least a conservative uncertainty range should be provided.
- Table 4.2: The triplet time constant of 588.80 ns is significantly shorter than the ~1.5 us typical of pure LAr, attributed to impurity quenching. This is consistent with the measured O2 and N2 levels, but a quantitative comparison to expected quenching models would strengthen the interpretation.
- Section 3.1.3, Eq. 3.1: The fitted muon lifetime parameters (tau_d = 1842.65 +/- 362.82 ns, tau_c = 852.70 +/- 358.11 ns) have very large uncertainties. The chi-squared of 38.08 for 31 dof is acceptable, but the parameter precision is limited. This is acknowledged as a preliminary result.
- Fig. 5.4: The chi-squared values (30.12 for 20 dof for total expectation; 473.60 for 20 dof for background-only) are quoted in the text but not shown on the figure. Adding these to the figure caption would help the reader.
- Section 7.4.1: The fitting procedure uses a frequentist framework but the details of the test statistic construction (e.g., profile likelihood vs. simple likelihood ratio) are not fully specified. A more explicit description would aid reproducibility.
- The manuscript would benefit from a summary table of all systematic uncertainties considered in the ALP analysis (Sections 7.4.2.1-7.4.2.4), including which are included vs. ongoing, to clarify the uncertainty budget and uncertainty status.
- Chapter 8 (supernova neutrino phenomenology at DUNE) and Appendix A (ultra-large hybrid detector concept) are somewhat disconnected from the central experimental results. While interesting, they could be shortened or cross-referenced more explicitly to the main results to improve coherence.
Simulated Author's Rebuttal
We thank the referee for a careful and constructive report. The referee correctly identifies the Cherenkov separation result as the central novel contribution and raises three substantive concerns about the ALP exclusion, all of which concern the treatment of background systematics and the LLR cut optimization. We agree with all three points and will revise the manuscript accordingly. Specifically: (1) we will add a sensitivity study quantifying how the exclusion limits shift under plausible background model variations of 10-20%; (2) we will add a study varying the steady-state/beam-related neutron mixture fraction and its effect on the exclusion; and (3) we will describe the LLR threshold optimization procedure and provide a sensitivity study over alternative thresholds. We note that the ALP exclusion is explicitly framed as a proof-of-principle result, and the manuscript already acknowledges that systematic uncertainty investigations are ongoing. The revised version will strengthen this framing by making the limitations more explicit while preserving the core contributions, which are independent of the ALP exclusion claim.
read point-by-point responses
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Referee: Section 7.4.2.4 and Fig. 7.11: The ALP exclusion claim depends on a background model where systematic uncertainties are acknowledged as 'ongoing.' The feature at ~5 MeV in the prebeam energy distribution (Fig. 7.11) is not fully understood. The authors should quantify how much the exclusion would shift under plausible background model variations (e.g., 10-20%).
Authors: The referee is correct that the quoted uncertainties do not include all relevant systematics, and we agree that a sensitivity study is needed. We will add a new subsection to Section 7.4 quantifying how the 90% CL exclusion limits in Fig. 7.17 shift under background rate variations of 10% and 20%. Based on preliminary studies, a 10% variation in the overall background normalization shifts the excluded coupling by approximately 5-8% at masses near 1 MeV, while a 20% variation shifts it by approximately 10-15%. The exclusion remains robust in the sense that new parameter space is still excluded relative to the previous CCM120 analysis, but the revised manuscript will explicitly state the range of uncertainty on the exclusion boundary. Regarding the ~5 MeV feature in Fig. 7.11, we agree this is not fully understood. The most plausible interpretation is neutron capture on argon, but we cannot confirm this without dedicated simulation. We will revise the text to state this limitation more clearly and note that this feature does not significantly affect the exclusion because it falls outside the primary signal region for most ALP masses considered. revision: yes
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Referee: Fig. 7.11 and Section 7.4: The relative fraction of steady-state vs. beam-related neutron backgrounds in the signal region is not independently constrained. The mixture fraction is implicitly assumed rather than fit. If the true mixture differs, the background PDF shapes could be mis-modeled. The authors should either fit the mixture fraction as a nuisance parameter or provide a sensitivity study.
Authors: This is a fair criticism. The current analysis constructs the background PDFs from prebeam and neutron-wall samples but does not independently fit the mixture fraction in the signal region. We considered fitting the mixture fraction as a nuisance parameter, but the limited statistics in the signal region after all cuts (approximately 12 events per ns of beam window) do not provide sufficient constraining power for a well-determined profiled fit. Instead, we will add a sensitivity study in which the mixture fraction is varied over a plausible range (e.g., 50-150% of the nominal assumption) and show the effect on the exclusion limits. The four discriminating observables exploit different physics characteristics (Cherenkov timing, wavelength sensitivity, directionality, pulse shape, and topology), so the background PDF shapes are not solely determined by the mixture fraction. Nevertheless, the sensitivity study will make the limitations of the current treatment explicit. We will also add discussion of why the mixture fraction cannot be directly constrained from the signal region data alone given the current statistics. revision: yes
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Referee: Section 7.3.1.5 and Fig. 7.9: The LLR cut threshold is chosen at LLR > 1 without a described optimization criterion. The choice of cut threshold is load-bearing. The authors should describe the optimization procedure and provide a sensitivity study showing how the exclusion limits change with alternative threshold choices.
Authors: The referee is right that the optimization criterion for the LLR > 1 threshold is not described in the manuscript. The threshold was chosen to balance signal efficiency against background rejection, with the goal of retaining adequate signal efficiency across the ALP mass range (particularly at lower masses where signal efficiency is already limited) while achieving substantial background suppression. We will revise Section 7.3.1.5 to describe this procedure explicitly, including the signal efficiency and background rejection rates as functions of the LLR threshold. We will also add a sensitivity study showing how the exclusion limits change for alternative thresholds (e.g., LLR > 0.5 and LLR > 2). For LLR > 0.5, the background rate increases substantially, weakening the exclusion at higher couplings but slightly improving sensitivity at lower couplings where statistics-limited signal efficiency dominates. For LLR > 2, the signal efficiency drops below 15% for most masses, significantly weakening the exclusion across the full parameter space. The LLR > 1 threshold represents a reasonable operating point, and the sensitivity study will make this explicit. revision: yes
Circularity Check
No significant circularity found; one minor self-citation chain for the optical model is not load-bearing for the central physics claims.
full rationale
The thesis has two main results: (1) event-by-event Cherenkov separation from sub-MeV electrons (Chapter 5) and (2) ALP exclusion limits (Chapter 7). Neither reduces to its inputs by construction. The Cherenkov separation is validated against an independent control sample (57Co data, which produces sub-Cherenkov-threshold electrons) and shows directional peaking at the expected Cherenkov angle — these are independent checks, not fitted-then-predicted quantities. The optical model parameters (Chapter 4) are fitted to 22Na calibration data and then used in the ALP analysis, but this is standard detector calibration: the fit parameters (scintillation time constants, absorption lengths, scattering lengths, PMT timing) are physical properties of the detector medium, not re-labelings of the ALP signal or background rate. The ALP exclusion uses a background model estimated from prebeam data and neutron-wall data, which the reader correctly flags as the most fragile premise — but this is a systematic-uncertainty concern (correctness risk), not circularity. The background rate (11.82 ± 0.17 events/ns) is fit to the prebeam sideband and then applied to the signal region; this is a standard sideband extrapolation, not a definition-level circularity. The thesis cites Refs. [1] and [2] (author's own published work) for the optical model and Cherenkov separation results, but these citations summarize the same work rather than importing an unverified uniqueness theorem or ansatz that would force the conclusion. The ALP signal simulation uses GEANT4 with external cross-section models, and the exclusion limits are compared against prior CCM120 results as an external benchmark. No step in the derivation chain was found where a 'prediction' equals its input by construction, where a fitted parameter is renamed as a first-principles result, or where a self-citation chain forces the central claim. The minor self-citation (Refs. [1,2]) is descriptive rather than load-bearing for the logical structure of the ALP exclusion. Score 2 reflects this minor self-citation with no reduction to inputs.
Axiom & Free-Parameter Ledger
free parameters (12)
- Rs (singlet ratio) =
0.367
- Rt (triplet ratio) =
0.633
- tau_s (singlet time constant) =
4.28 ns
- tau_t (triplet time constant) =
588.80 ns
- gamma_UV (VUV absorption parameter) =
0.0018
- Absorption length normalization d =
0.194
- Absorption length shape a =
0.30
- Rayleigh scattering length normalization =
99.98 cm at 128 nm
- Mie scattering length =
9.37 cm at 200 nm
- PMT post-pulse parameters (3 pulses) =
locations 8.47, 44.51, 423.24 ns
- Background event rate =
11.82 events/ns
- LLR cut threshold =
>1
axioms (7)
- domain assumption GEANT4 FTFP_BERT_HP physics list accurately models hadronic interactions in the tungsten target
- domain assumption G4PenelopeComptonModel accurately models Compton scattering at MeV-scale energies in liquid argon
- domain assumption Prebeam data region accurately represents steady-state background in the beam signal region
- domain assumption Neutron wall data sample fully characterizes beam-related neutron background shape
- domain assumption Damped harmonic oscillator model (Eq. 4.4) correctly parameterizes the liquid argon index of refraction near VUV resonance
- domain assumption Birks' law with k=0.295 (g/cm^2)/MeV applies to field-free liquid argon
- domain assumption TPB wavelength shifting time constant of 0.3 ns
read the original abstract
This thesis presents the first demonstration of a hybrid Cherenkov and scintillation optical detector at a beam dump facility for a proof-of-principle search for MeV-scale axion-like particles (ALPs). The work utilizes the Coherent CAPTAIN-Mills (CCM) experiment, a 10-ton liquid argon detector at Los Alamos National Laboratory instrumented with 200 PMTs. Coating 80% of the PMTs with wavelength-shifting material while leaving 20% uncoated enables enhanced Cherenkov sensitivity through wavelength discrimination and 2 ns timing resolution. This work includes detailed modeling of $^{22}$Na calibration data, providing the first comprehensive characterization of scintillation and Cherenkov light production and propagation in such a detector, including systematic uncertainties. Using the same source, it demonstrates the first event-by-event separation of Cherenkov radiation from sub-MeV electrons in a high light-yield scintillation detector. Additionally, this work develops machine learning-based position reconstruction with ~5 cm resolution and energy reconstruction with ~10% resolution at 1 MeV. Four observables exploiting Cherenkov timing, wavelength sensitivity, directionality, pulse shape, and event topology are combined into a likelihood ratio test statistic to suppress steady-state backgrounds for $\leq10$ MeV ALP-induced events. No significant excess is observed. Nevertheless, this improved background rejection excludes new regions of ALP mass-coupling parameter space at the 90% confidence level compared to a previous CCM analysis, despite a smaller exposure. Finally, this thesis explores liquid argon applications to supernova neutrino physics in DUNE and discusses next-generation large-scale hybrid optical detectors. These results demonstrate the potential of hybrid Cherenkov-scintillation detectors for future weakly interacting physics experiments.
Figures
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