EntryLib: the issues that lower the Support scores of entrylib:2026.000007@v1, by the EntryLib rubric 0.4.
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 0.4): 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/2026.000007@v1#score · Scores as JSON: https://entrylib.org/p/2026.000007@v1.score.json

PAPER: Support 91 (high), the mean of its 5 principal claims; the lowest is C10 at 89.

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

P1. Limitation L1 (could bias magnitude, not mitigated): The accuracy measure of the M4 hourly tests changed after their results were seen: MASE decided the tests of C4, C5, C6 and C9 (lab run RN8), the guarantor then judged MASE unsuitable and set RMSSE (decision DC4 of the lab record), and C10 to C13 restate those hypotheses on RMSSE and test them on the same M4 test split (run RN11), so they are not independent of C4 to C6 and C9.
  Check: limitation (group: open); costs up to 6 points.
  Lowers: C4 (-6), C5 (-6), C6 (-6), C9 (-6), C10 (-6), C11 (-6), C12 (-6), C13 (-6).
  Concerns: L1.
  To fix: Mitigate it with evidence, or narrow the claim's scope so that it no longer applies.

P2. Limitation L3 (could bias magnitude, not mitigated): The electricity evaluation covers one week, the 7 daily origins before 2014-09-08, of the clients of one utility; other weeks or seasons of the year may rank the methods differently.
  Check: limitation (group: open); costs up to 6 points.
  Lowers: C14 (-6), C15 (-6), C16 (-6), C17 (-6), C18 (-6), C19 (-6), C20 (-6).
  Concerns: L3.
  To fix: Mitigate it with evidence, or narrow the claim's scope so that it no longer applies.

P3. The lab record flags the test: code changed after plan.
  Check: plan_flags (group: plan); costs up to 3 points.
  Lowers: C1 (-3), C3 (-3), C10 (-3), C13 (-3), C17 (-3).
  To fix: Rerun the test as planned, or explain the flag in a limitation.

P4. Limitation L2 (reduces precision, not mitigated): The t-tests and their intervals treat the series as independent; the series of one data set share calendar and weather effects, so the intervals may be too narrow.
  Check: limitation (group: open); costs up to 1 points.
  Lowers: C4 (-1), C5 (-1), C6 (-1), C7 (-1), C10 (-1), C11 (-1), C12 (-1), C14 (-1), C15 (-1), C16 (-1), C18 (-1), C19 (-1), C20 (-1).
  Concerns: L2.
  To fix: Mitigate it with evidence, or narrow the claim's scope so that it no longer applies.

P5. Limitation L5 (reduces precision, not mitigated): The lab record flags plans PL1, PL5 and PL7 with code changed after the plan; between PL1 and its run only m4_hourly.py changed, not the script the run used; between PL5 and its run only electricity_hourly.py was added; between PL7 and its run the change set the null hypothesis of superiority that PL7's design specifies.
  Check: limitation (group: open); costs up to 3 points.
  Lowers: C1 (-3), C2 (-3), C3 (-3), C10 (-1), C11 (-1), C12 (-1), C13 (-1), C14 (-1), C15 (-1), C16 (-1), C17 (-1).
  Concerns: L5.
  To fix: Mitigate it with evidence, or narrow the claim's scope so that it no longer applies.

P6. Limitation L4 (could bias magnitude, not mitigated): Elapsed times depend on the machine and on the language: forecast::tbats runs in R and the other methods in Python, the M4 runs ran on a cloud machine and the electricity runs on the guarantor's computer, and each time includes its language's overhead per fit.
  Check: limitation (group: open); costs up to 6 points.
  Lowers: C7 (-6), C20 (-3).
  Concerns: L4.
  To fix: Mitigate it with evidence, or narrow the claim's scope so that it no longer applies.

CLAIMS: score (band): issues
C1: 94 (high): P3 (-3), P5 (-3)
C2: 97 (high): P5 (-3)
C3: 94 (high): P3 (-3), P5 (-3)
C4: 93 (high): P1 (-6), P4 (-1)
C5: 93 (high): P1 (-6), P4 (-1)
C6: 93 (high): P1 (-6), P4 (-1)
C7: 93 (high): P6 (-6), P4 (-1)
C8: 100 (high): none
C9: 94 (high): P1 (-6)
C10: 89 (high): P1 (-6), P3 (-3), P4 (-1), P5 (-1)
C11: 92 (high): P1 (-6), P4 (-1), P5 (-1)
C12: 92 (high): P1 (-6), P4 (-1), P5 (-1)
C13: 90 (high): P1 (-6), P3 (-3), P5 (-1)
C14: 92 (high): P2 (-6), P4 (-1), P5 (-1)
C15: 92 (high): P2 (-6), P4 (-1), P5 (-1)
C16: 92 (high): P2 (-6), P4 (-1), P5 (-1)
C17: 90 (high): P2 (-6), P3 (-3), P5 (-1)
C18: 93 (high): P2 (-6), P4 (-1)
C19: 93 (high): P2 (-6), P4 (-1)
C20: 90 (high): P2 (-6), P6 (-3), P4 (-1)