Paper A v3.10: resolve Opus 4.7 round-9 paper-vs-Appendix-A contradiction

Opus round-9 review (paper/opus_final_review_v3_9.md) dissented from
Gemini round-7 Accept and aligned with codex round-8 Minor, but for a
DIFFERENT issue all prior reviewers missed: the paper's main text in
four locations flatly claimed the BD/McCrary accountant-level null
"persists across the Appendix-A bin-width sweep", yet Appendix A
Table A.I itself documents a significant accountant-level cosine
transition at bin 0.005 with |Z_below|=3.23, |Z_above|=5.18 (both
past 1.96) located at cosine 0.980 --- on the upper edge of our two
threshold estimators' convergence band [0.973, 0.979]. This is a
paper-to-appendix contradiction that a careful reviewer would catch
in 30 seconds.

BLOCKER B1: BD/McCrary accountant-level claim softened across all
four locations to match what Appendix A Table A.I actually reports:
- Results IV-D.1 (lines 85-86): rewritten to say the null is not
  rejected at 2/3 cosine bin widths and 2/3 dHash bin widths, with
  the one cosine transition at bin 0.005 sitting on the upper edge
  of the convergence band and the one dHash transition at |Z|=1.96.
- Results IV-E Table VIII row (line 145): "no transition / no
  transition" changed to "0.980 at bin 0.005 only; null at 0.002,
  0.010" / "3.0 at bin 1.0 only ( |Z|=1.96); null at 0.2, 0.5".
- Results IV-E line 130 (Third finding): "does not produce a
  significant transition (robust across bin-width sweep)" replaced
  with "largely null at the accountant level --- no significant
  transition at 2/3 cosine bin widths and 2/3 dHash bin widths,
  with the one cosine transition at bin 0.005 sitting at cosine
  0.980 on the upper edge of the convergence band".
- Results IV-E line 152 (Table VIII synthesis paragraph): matched
  reframing.
- Discussion V-B (line 27): "does not produce a significant
  transition at the accountant level either" -> "largely null at
  the accountant level ... with the one cosine transition on the
  upper edge of the convergence band".
- Conclusion (line 16): matched reframing with power caveat
  retained.

MAJOR M1: Related Work L67 stale "well suited to detecting the
boundary between two generative mechanisms" framing (residue from
pre-demotion drafts) replaced with a local-density-discontinuity
diagnostic framing that matches the rest of the paper and flags
the signature-level bin-width sensitivity + accountant-level rarity
as documented in Appendix A.

MAJOR M2: Table XII orphaned in-text anchor --- Table XII is defined
inside IV-G.3 but had no in-text "Table XII reports ..." pointer at
its presentation location. Added a single sentence before the table
comment.

MINOR m1: Section IV-I.1 "4 of 30,000+ Firm A documents, 0.01%"
replaced with the exact "4 of 30,226 Firm A documents, 0.013%".

MINOR m2: Section IV-E "the two-dimensional two-component GMM"
wording ambiguity (reader might confuse with the already-selected
K*=3 GMM from BIC) replaced with explicit "a separately fit
two-component 2D GMM (reported as a cross-check on the 1D
accountant-level crossings)".

MINOR m3: Section IV-D L59 "downstream all-pairs analyses
(Tables XII, XVIII)" misnomer --- Table XII is per-signature
classifier output not all-pairs; Table XVIII's all-pairs are over
~16M pairs not 168,740. Replaced with an accurate list:
"same-CPA per-signature best-match analyses (Tables V and XII, and
the Firm-A per-signature rows of Tables XIII and XVIII)".

MINOR m4: Methodology III-H L156 "the validation role is played by
... the held-out Firm A fold" slightly overclaims what the held-out
fold establishes (the fold-level rates differ by 1-5 pp with
p<0.001). Parenthetical hedge added: "(which confirms the qualitative
replication-dominated framing; fold-level rate differences are
disclosed in Section IV-G.2)".

Also add:
- paper/opus_final_review_v3_9.md (Opus 4.7 max-effort review)
- paper/gemini_review_v3_8.md (Gemini round-7 Accept verdict, was
  missing from prior commit)

Abstract remains 243 words (under IEEE Access 250 limit).

Co-Authored-By: Claude Opus 4.7 (1M context) <noreply@anthropic.com>

paper/paper_a_conclusion_v3.md

@@ -13,7 +13,7 @@ Second, we showed that combining cosine similarity of deep embeddings with diffe
 
 Third, we introduced a convergent threshold framework combining two methodologically distinct estimators---KDE antimode (with a Hartigan unimodality test) and an EM-fitted Beta mixture (with a logit-Gaussian robustness check)---together with a Burgstahler-Dichev / McCrary density-smoothness diagnostic.
 Applied at both the signature and accountant levels, this framework surfaced an informative structural asymmetry: at the per-signature level the distribution is a continuous quality spectrum for which no two-mechanism mixture provides a good fit, whereas at the per-accountant level BIC cleanly selects a three-component mixture and the KDE antimode together with the Beta-mixture and logit-Gaussian estimators agree within $\sim 0.006$ at cosine $\approx 0.975$.
-The Burgstahler-Dichev / McCrary test, by contrast, finds no significant transition at the accountant level; at $N = 686$ accountants the test has limited power and cannot affirmatively establish smoothness, but its non-transition is consistent with the smoothly-mixed cluster boundaries implied by the accountant-level GMM.
+The Burgstahler-Dichev / McCrary test, by contrast, is largely null at the accountant level (no significant transition at two of three cosine bin widths and two of three dHash bin widths, with the one cosine transition sitting on the upper edge of the convergence band; Appendix A); at $N = 686$ accountants the test has limited power and cannot affirmatively establish smoothness, but its largely-null pattern is consistent with the smoothly-mixed cluster boundaries implied by the accountant-level GMM.
 The substantive reading is therefore narrower than "discrete behavior": *pixel-level output quality* is continuous and heavy-tailed, and *accountant-level aggregate behavior* is clustered into three recognizable groups whose inter-cluster boundaries are gradual rather than sharp.
 
 Fourth, we introduced a *replication-dominated* calibration methodology---explicitly distinguishing replication-dominated from replication-pure calibration anchors and validating classification against a byte-level pixel-identity anchor (310 byte-identical signatures) paired with a $\sim$50,000-pair inter-CPA negative anchor.