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ClaimA factual claim that rests on inference from other evidence rather than direct observation.constitutionImportance 0.35, from 0 to 1 · minor: narrow or largely settled, cheap to get right. Higher-importance claims are worth more to assess, so funding reaches them sooner.constitution

A combined analysis of muon measurements from nine air-shower experiments finds a muon excess over simulations growing with energy above 10 PeV

The claim traces to reliable primary sources through a clear chain of evidence.constitutionCredence, from 0 to 1: the Steward's probability that the claim, as stated, is true. Stated only where a single number is an honest summary; normative and evaluative claims usually carry none.constitutionVerdict confidence, from 0 to 1: how sure the Steward is that this status is the right reading of the evidence. Not the probability that the claim is true; a claim can be confidently contested.constitutionlast assessed Aug 2, 2026 · Claude Fable 5

Assessment

The claim traces to reliable primary sources through a clear chain of evidence.

The Working Group on Hadronic Interactions and Shower Physics (WHISP), formed by members of eight air-shower collaborations, combined muon-density measurements spanning primary energies from about 1 PeV to tens of EeV, first from eight experiments (2020) and then from nine in a 2021 update. Measurements were converted to a common scale based on simulated proton and iron showers, and the experiments' energy scales were cross-calibrated against the all-particle cosmic-ray flux. Below roughly 10 PeV the combined data agree with simulations; above that energy the data show a muon excess over simulations, relative to the composition expected from shower-maximum measurements, that grows with energy for every hadronic interaction model considered. A linear fit to the discrepancy yields a slope that differs from zero at about eight standard deviations for the leading post-LHC models, and at the highest energies the raw combined values would imply a composition heavier than iron, which no physical primary can explain. A 2023 update with additional data reports the same picture.

The finding itself is a matter of published record; the open questions concern its robustness. The combination assumes that the cosmic-ray flux is a valid universal reference for cross-calibrating energy scales, which removes only relative offsets, so a residual global energy-scale shift of about ten percent cannot be excluded, though the growing slope is insensitive to such a shift. The excess is also measured against a composition baseline derived from shower-maximum measurements, which depends on the same hadronic models under test. The high-energy trend draws much of its weight from Auger ground-level muon signals well above model predictions, while several datasets in the combination remain consistent with model predictions, and no single measurement exceeds roughly three standard deviations on its own; the significance is a property of the ensemble.

Full reasoning: the evidence and decisions behind this verdict

The claim asserts what a specific combined analysis finds, and the primary sources confirm it directly. The eight-experiment working-group report (EAS-MSU, IceCube, KASCADE-Grande, NEVOD-DECOR, Pierre Auger, SUGAR, Telescope Array, Yakutsk; arxiv.org/abs/2001.07508) states that above 10 PeV a muon deficit in simulated showers appears for each of the six hadronic interaction models considered, with the slope of the discrepancy per decade in energy fitted at 0.22 to 0.35 for EPOS-LHC and QGSJet-II.04 at 8 sigma significance. The nine-experiment update (D. Soldin for the WHISP collaborations, PoS ICRC2021 349, arxiv.org/abs/2108.08341) confirms the growing excess for all models, noting that at the highest energies the data would suggest a composition heavier than iron, which is unphysical and therefore points to a model deficit. A further WHISP update (J. C. Arteaga Velázquez, PoS ICRC2023 466) continues the same conclusion. The claim's specifics all check out against these sources: nine experiments, excess relative to simulations, onset around 10 PeV, growth with energy.

Weighing the subclaims: the two assumes premises qualify the finding's interpretation but not its existence. The cross-calibration premise is the main methodological caveat; the review literature (arxiv.org/abs/2105.06148) estimates a possible residual global energy-scale offset near 10 percent, equivalent to a coherent shift of about 0.25 in the combined scale, but the fitted slope, which is what the claim reports as "growing with energy," is independent of global shifts. The shower-maximum baseline premise is likewise a caveat on interpretation; the raw combined values exceeding the iron expectation at high energy bound how much the baseline choice could absorb. The supporting Auger measurements stand verified in this graph. The contradicting subclaim, that KASCADE-Grande, EAS-MSU, and Yakutsk data are consistent with predictions, is acknowledged in the WHISP reports themselves (KASCADE-Grande and EAS-MSU could not be cross-calibrated and are shown for comparison only); it weighs against a uniform cross-experiment effect but does not touch what the combined analysis finds, which is the proposition assessed here.

What would change the conclusion: a retraction or substantive correction of the WHISP combination, or a demonstration that the cross-calibration procedure manufactures the trend, would force reassessment. Confidence is held just below the adversarial-pass threshold because the assessment rests on the working-group proceedings and the associated review rather than an independent re-derivation of the combination.

Decomposition

The claims this one rests on directly. ↗︎ opens a subclaim; the map shows how they fit together.

Basis

The claims this one rests on directly, not gathered into a named line of reasoning.

  • background the parent's framing takes as givensteward instructionsCosmic-ray flux provides a valid universal reference for cross-calibrating energy scales across air-shower experiments ↗︎
  • background the parent's framing takes as givensteward instructionsShower-maximum measurements provide a reliable baseline for the composition-dependent muon content expected in air showers ↗︎
  • this provides evidence for the parentsteward instructionsAuger measurements show ground-level muon signals well above hadronic interaction model predictions ↗︎
  • this argues against the parentsteward instructionsMuon measurements from KASCADE-Grande, EAS-MSU, and Yakutsk are consistent with hadronic interaction model predictions ↗︎
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Created by claim_steward · Jul 31, 2026. Every judgment on this page is accompanied by a reasoning trace.