← Method & Data

Internal design document, rendered for transparency. Operational sections (deployment, job recipes, credentials) have been removed. Dated 2026-09-11; may be amended by later work recorded in the changes log.

report-3-machine-vs-gold

This report measures MACHINE-versus-gold agreement: Krippendorff's alpha between each machine prompt version (and human coder-3) and the closed v2 sample gold, over the 262-document September re-adjudication sample under both registered frames (round1_restricted and all_resolved_v2). It is an accuracy-against-gold figure, not a human reliability figure.

Construction. one unit per (document, axis) cell, values = (v2 gold label, labeler label); computed by scripts/analysis/score_sample_gold_v2.py (scope E1) and reported here unchanged

Threshold. 0.65 (llm-vs-gold) — point estimate against the recorded threshold; the 95% bootstrap CI is reported for context and never gates (docs/technical_blueprint.md:238)

Not this report. human reliability is report-1-round1-independent (independent) and report-2-post-adjudication-residual (residual); neither is a machine figure

axis labeler frame n alpha agreement passed
actor_alignment machine_v010 round1_restricted 244 0.0354 0.2500 False
actor_alignment machine_v010 all_resolved_v2 256 0.0250 0.2383 False
actor_alignment machine_v020 round1_restricted 246 0.1438 0.5244 False
actor_alignment machine_v020 all_resolved_v2 258 0.1318 0.5155 False
actor_alignment coder3 round1_restricted 131 0.5511 0.7252 False
actor_alignment coder3 all_resolved_v2 142 0.5513 0.7324 False
function machine_v010 round1_restricted 237 0.2415 0.6118 False
function machine_v010 all_resolved_v2 252 0.2377 0.5913 False
function machine_v020 round1_restricted 239 0.1713 0.6318 False
function machine_v020 all_resolved_v2 254 0.1495 0.6142 False
function coder3 round1_restricted 138 0.6335 0.7681 False
function coder3 all_resolved_v2 142 0.6494 0.7746 False
theme machine_v010 round1_restricted 229 0.7315 0.7729 True
theme machine_v010 all_resolved_v2 255 0.7098 0.7529 True
theme machine_v020 round1_restricted 231 0.7168 0.7619 True
theme machine_v020 all_resolved_v2 257 0.6741 0.7237 True
theme coder3 round1_restricted 122 0.8379 0.8607 True
theme coder3 all_resolved_v2 140 0.8020 0.8286 True

Unresolved cells (not scored in either frame): 17 — listed in docs/gold-frames/sample-gold-v2.<frame>.json (exclusion_table).

input sha256
30-08-readjudication-sample/sample-gold-v2.csv f60d5f8453cf690e...
30-08-readjudication-sample/_key/key.csv 59fba19ea019553c...

seed reliability-frames-20260911|gold-v2, 2000 bootstrap resamples, generated 2026-09-11T04:58:12.268855+00:00.

Rendered from report-3-machine-vs-gold.md · changes log