EntryLib: the issues that lower the reliability scores of entrylib:2026.000003@v2, by the EntryLib rubric 0.2.
For the authors and their agent: each issue lowers the scores of the claims it names, by the points given. Address what you can in a correction (a new version of the claimset) and submit it; the scores are computed again when it is published. Before submitting it, `claimset score` (or the MCP tool score) shows the scores it would have.
Scores are computed by rules from the claimset file (EntryLib rubric 0.2): they check the record, not the science, and may change as the rubric and reviews develop.
Rubric: https://github.com/entrylib/rubric/blob/main/RUBRIC.md
Page: https://entrylib.org/p/2026.000003@v2#score · Scores as JSON: https://entrylib.org/p/2026.000003@v2.score.json

PAPER: reliability 91 (high), the score of its lowest principal claim, C6. Raising the lowest principal claim raises the paper.

ISSUES, those of the principal claims first, most costly first:

P1. Assumption C30 is not checked: The errors $\epsilon_t$ of the single source of error model are independent across periods.
  Check: unchecked_assumption (group: open); costs up to 3 points.
  Lowers: C1 (-3), C2 (-1), C3 (-1), C4 (-3), C5 (-3), C6 (-3), C7 (-3), C8 (-1), C11 (-3), C13 (-1), C15 (-3), C16 (-3), C19 (-3), C20 (-3), C21 (-3), C22 (-3), C23 (-3), C24 (-3), C28 (-3), C29 (-3).
  Concerns: C30.
  To fix: Test the assumption, or analyse how sensitive the claim is to it.

P2. Assumption C31 is not checked: In the intermittent demand model the occurrence $o_t$ is independent of the potential demand size $z_t$.
  Check: unchecked_assumption (group: open); costs up to 3 points.
  Lowers: C1 (-1), C2 (-3), C3 (-3), C4 (-1), C5 (-1), C6 (-1), C7 (-1), C8 (-1), C10 (-3), C11 (-1), C13 (-3), C15 (-1), C16 (-1), C21 (-1), C22 (-1), C23 (-1), C24 (-1), C28 (-1), C29 (-1).
  Concerns: C31.
  To fix: Test the assumption, or analyse how sensitive the claim is to it.

P3. Assumption C32 is not checked: The potential demand size $z_t$ has a continuous distribution, so that $P(z_t=0)=0$.
  Check: unchecked_assumption (group: open); costs up to 1 points.
  Lowers: C1 (-1), C2 (-1), C3 (-1), C4 (-1), C5 (-1), C6 (-1), C7 (-1), C8 (-1), C10 (-1), C11 (-1), C13 (-1), C15 (-1), C16 (-1), C21 (-1), C22 (-1), C23 (-1), C24 (-1), C28 (-1), C29 (-1).
  Concerns: C32.
  To fix: Test the assumption, or analyse how sensitive the claim is to it.

P4. Assumption C33 is not checked: Whether a period is observed carries no information about the unobserved value $z_t$ beyond the model, so that the missing values are missing at random.
  Check: unchecked_assumption (group: open); costs up to 1 points.
  Lowers: C4 (-1), C5 (-1), C6 (-1), C7 (-1), C8 (-1), C11 (-1), C15 (-1), C16 (-1), C21 (-1), C22 (-1), C23 (-1), C24 (-1), C28 (-1), C29 (-1).
  Concerns: C33.
  To fix: Test the assumption, or analyse how sensitive the claim is to it.

P5. Assumption C34 is not checked: The initial states of the single source of error model are fixed parameters, so that the state covariance is zero at the start of the sample.
  Check: unchecked_assumption (group: open); costs up to 1 points.
  Lowers: C4 (-1), C5 (-1), C6 (-1), C7 (-1), C8 (-1), C11 (-1), C15 (-1), C16 (-1), C21 (-1), C22 (-1), C23 (-1), C24 (-1), C28 (-1), C29 (-1).
  Concerns: C34.
  To fix: Test the assumption, or analyse how sensitive the claim is to it.

P6. Assumption C35 is not checked: The errors of the pure additive model are normally distributed with constant variance $\sigma^2$.
  Check: unchecked_assumption (group: open); costs up to 1 points.
  Lowers: C4 (-1), C5 (-1), C6 (-1), C7 (-1), C8 (-1), C11 (-1), C15 (-1), C16 (-1), C21 (-1), C22 (-1), C23 (-1), C24 (-1), C28 (-1), C29 (-1).
  Concerns: C35.
  To fix: Test the assumption, or analyse how sensitive the claim is to it.

P7. Assumption C36 is not checked: In the log-normal ADAM multiplicative ETS, $\log(1+\epsilon_t)\sim\mathcal N(-s/2,s)$, so that $\E(1+\epsilon_t)=1$.
  Check: unchecked_assumption (group: open); costs up to 3 points.
  Lowers: C6 (-1), C7 (-1), C8 (-3), C11 (-1).
  Concerns: C36.
  To fix: Test the assumption, or analyse how sensitive the claim is to it.

P8. Limitation L1 (could bias magnitude, not mitigated): Within a model fitted by the zero-error recursion, the fixed-point moment estimate of the Gamma and inverse Gaussian scale is biased upwards, because the states after an interval are updated with gain $\mathbf g$ and part of the drift leaks into the following errors.
  Check: limitation (group: open); costs up to 12 points.
  Lowers: C18 (-12), C26 (-12).
  Concerns: L1.
  To fix: Mitigate it with evidence, or narrow the claim's scope so that it no longer applies.

P9. Limitation L2 (reduces transferability, not mitigated): The low-rank timing comparison uses one model configuration and one series length on one cloud VM (Intel Xeon 2.80 GHz, 4 vCPUs).
  Check: limitation (group: open); costs up to 2 points.
  Lowers: C22 (-2), C28 (-2).
  Concerns: L2.
  To fix: Mitigate it with evidence, or narrow the claim's scope so that it no longer applies.

P10. Rests on argument only.
  Check: support_kind (group: support); costs up to 30 points.
  Lowers: C13 (-30).
  To fix: Support the claim with evidence the claimset records, or have its proof checked.

CLAIMS: score (band): issues
C1: 95 (high): P1 (-3), P2 (-1), P3 (-1)
C2: 95 (high): P2 (-3), P1 (-1), P3 (-1)
C3: 95 (high): P2 (-3), P1 (-1), P3 (-1)
C4: 92 (high): P1 (-3), P2 (-1), P3 (-1), P4 (-1), P5 (-1), P6 (-1)
C5: 92 (high): P1 (-3), P2 (-1), P3 (-1), P4 (-1), P5 (-1), P6 (-1)
C6: 91 (high): P1 (-3), P2 (-1), P3 (-1), P4 (-1), P5 (-1), P6 (-1), P7 (-1)
C7: 91 (high): P1 (-3), P2 (-1), P3 (-1), P4 (-1), P5 (-1), P6 (-1), P7 (-1)
C8: 91 (high): P7 (-3), P1 (-1), P2 (-1), P3 (-1), P4 (-1), P5 (-1), P6 (-1)
C9: 100 (high): none
C10: 96 (high): P2 (-3), P3 (-1)
C11: 91 (high): P1 (-3), P2 (-1), P3 (-1), P4 (-1), P5 (-1), P6 (-1), P7 (-1)
C12: 100 (high): none
C13: 65 (medium): P10 (-30), P2 (-3), P1 (-1), P3 (-1)
C14: 100 (high): none
C15: 92 (high): P1 (-3), P2 (-1), P3 (-1), P4 (-1), P5 (-1), P6 (-1)
C16: 92 (high): P1 (-3), P2 (-1), P3 (-1), P4 (-1), P5 (-1), P6 (-1)
C17: 100 (high): none
C18: 88 (high): P8 (-12)
C19: 97 (high): P1 (-3)
C20: 97 (high): P1 (-3)
C21: 92 (high): P1 (-3), P2 (-1), P3 (-1), P4 (-1), P5 (-1), P6 (-1)
C22: 90 (high): P1 (-3), P9 (-2), P2 (-1), P3 (-1), P4 (-1), P5 (-1), P6 (-1)
C23: 92 (high): P1 (-3), P2 (-1), P3 (-1), P4 (-1), P5 (-1), P6 (-1)
C24: 92 (high): P1 (-3), P2 (-1), P3 (-1), P4 (-1), P5 (-1), P6 (-1)
C25: 100 (high): none
C26: 88 (high): P8 (-12)
C27: 100 (high): none
C28: 90 (high): P1 (-3), P9 (-2), P2 (-1), P3 (-1), P4 (-1), P5 (-1), P6 (-1)
C29: 92 (high): P1 (-3), P2 (-1), P3 (-1), P4 (-1), P5 (-1), P6 (-1)