| name | atomic-unit-recall-aggregate |
| description | Aggregate per-unit ACU/Nugget match judgments into a final recall score — normalized length-penalized recall for ACU, or V_strict/A_strict (+ run-level ranking, with an explicit per-topic-unreliability caveat) for Nugget. Use this as the final step of the atomic-unit chain, after atomic-unit-matching; this SOP's existence closes a gap the original pipeline design was missing — without it, per-unit match judgments were never actually summed into the score the source methodologies report. |
| version | 1.0.0 |
| category | paper-reading |
| type | sop |
| execution | subagent |
| prompt | ./prompt.md |
| input | match_results (list of {unit_text, judgment}), atomic_units (list of {text, importance}) |
| output | recall_score (float) OR {v_strict, a_strict, run_rank} depending on which method's judgments were received |
| dependencies | {"sops":["spawn-agent"]} |
Atomic Unit Recall Aggregate
Final aggregation step of the atomic-unit chain — normalized recall (ACU) or V_strict/A_strict + run-level ranking (Nugget). Added specifically to fix coverage-audit finding S5: the original graph's atomic-unit chain was a dead end at matching, with no node computing the actual reported score.
Execution
Subagent — spawned via spawn-agent skill.
Nugget's Reliability Caveat Is Load-Bearing
Nugget-style per-topic scores are documented as unreliable (Kendall τ=0.297–0.539) — only run-level aggregation across multiple candidates is trustworthy (τ=0.887). This SOP must carry that caveat forward in its output whenever it runs Nugget-style aggregation on a single candidate; do not silence it for a cleaner-looking report.
Available SOPs
| SOP | When to use |
|---|
| spawn-agent | Spawn a customized CC subagent with full MCP tool access. |