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MathGrades K-5

Eureka Math / EngageNY (K-5)

Great Minds (EngageNY)

Judge anthropic/claude-opus-4-7 · Signal Studio judge (claude-opus-4-7) · 2026-05-28

82

% indicator exact match

Gateways 3/3 Meets

Agreement vs gold

Indicator level — gold and the judge as two raters over the rubric criteria.

Exact match

82.4%

34 indicators vs gold

Weighted κ

0.67

ordinal-weighted agreement

MAE

0.18

lower is better

Signed bias

+0.18

judge over-scores

Attribution

Where the judge diverges, and whether it's signal: per-gateway bias localizes the gap, the confusion matrix shows over- vs under-rating, and the noise floor is the judge's self-agreement across passes (a gap below it isn't trustworthy).

gateway-onen=6100.0%bias +0.00
gateway-threen=1978.9%bias +0.21
gateway-twon=977.8%bias +0.22

Indicator confusion · rows = gold, cols = judge

MeetsPartialDNM
Meets2800
Partial500
DNM010

Diagonal = agreement. Amber = judge rated higher than gold (over-rating).

Gateway rollup

Indicator scores rolled up to EdReports gateway ratings (sequential gating + no-0s cap), gold vs judge.

G1 · Focus & Coherence

14/14 pts

GoldMeets
JudgeMeets
agree

G2 · Rigor & Mathematical Practices

22/18 pts

GoldMeets
JudgeMeets
agree

G3 · Usability

37/38 pts

GoldMeets
JudgeMeets
agree

Gateway-level agreement: exact 100% · κ 1.00 (3 gateways)

Divergences (6)

Indicators where the judge's score differed from gold. Amber = judge under-scored, blue = over-scored.

2e
12
gold Partially Meets Expectations · judge 2 pts
3p-i
12
gold Partially Meets Expectations · judge 2 pts
3p-ii
12
gold Partially Meets Expectations · judge 2 pts
3i
12
gold Partially Meets Expectations · judge 2 pts
2f
12
gold Partially Meets Expectations · judge 2 pts
3m
01
gold Does Not Meet Expectations · judge 1 pts
Live read from the Signal Studio spine (core-data).