Deweight coverage scan

Skill kkunkunya/academic-deweight-suite/plugins/academic-deweight-suite/skills/deweight-coverage-scan

Agent plugin for source-preserving academic de-AI and human-anchor-bound rewriting

Install

npx -y skills add kkunkunya/academic-deweight-suite --skill deweight-coverage-scan

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学术降重的全量 AI 模式扫描门。长文必须启用 subagent 并行隔离扫描，生成 Pattern Coverage Matrix，确保每段都有 clean/suspect/format-exempt 状态和 A-code 证据。触发关键词：长文扫描、模式门控、Pattern Coverage Matrix、A-code 扫描、反漏检、母骨架诊断、subagent 并行扫描。

SKILL.md

3.9 KB, as published. Nobody here has run it

Deweight Coverage Scan

Purpose

把“感觉像 AI”变成可定位、可统计、可复查的模式证据。识别阶段追求 recall：宁可多报 uncertain，不能漏扫。

Runtime References

Pattern catalog: ../../_shared/references/pattern-catalog.md
Long document protocol: ../../_shared/references/long-document-coverage-protocol.md
Pattern Coverage Matrix schema: ../../_shared/references/pattern-coverage-matrix-schema.md
Copyable template: ../../_shared/references/templates/pattern-coverage-matrix-template.md
Deterministic check: ../../_shared/scripts/check_pattern_matrix.py

Mandatory Subagent Policy

For long documents, chapter-level scans, or any input with 12+ paragraphs:

Must use isolated subagents when the runtime supports subagents.
Required roles:
- Local Scanner
- Section Diagnostician
- Global Aggregator
- Anti-Miss Reviewer
If subagents are unavailable, return:

blocked: needs_subagent_runtime

Do not silently run single-context long-document scanning unless the user explicitly permits serial fallback.

Role Contracts

Local Scanner

Input: 3-5 paragraphs plus one-paragraph overlap on both sides.

Output per paragraph:

paragraph_id:
status: clean | suspect | format-exempt
A_codes:
evidence_sentence:
reason:
severity: 0 | 1 | 2 | 3
confidence: high | medium | low | uncertain

Local Scanner must not judge the whole document.

Section Diagnostician

Input: section outline, local scanner outputs, representative paragraphs.

Required judgment:

mother_skeleton: A30 | A33 | A35 | A37 | none | uncertain
why_this_skeleton:
counter_evidence:
minimal_surgery:
targeted_rescan_needed:

Global Aggregator

Input: all local and section outputs.

Output:

Pattern Coverage Matrix.
seven-group coverage table.
high-risk zones.
missing paragraph list.

Anti-Miss Reviewer

Input: matrix, high-risk zones, representative paragraphs.

Task:

Do not rewrite.
Do not summarize.
Only challenge omissions, mislabels, and overconfidence.

Pattern Coverage Matrix

Every scan must include:

| section | paragraphs | dominant_group | mother_skeleton | A-codes | count | density | confidence | examples |

Rules:

Every paragraph must be represented exactly once in final coverage.
Each paragraph status must be clean, suspect, or format-exempt.
Every suspect paragraph must have A-code evidence.
Every clean paragraph must state why no rewrite is needed.
All seven diagnostic groups must be marked hit | not_seen | uncertain.
Every section must answer A30/A33/A35/A37 mother-skeleton status.
uncertain requires targeted rescan or a blocked return.
The final artifact must include the paragraph status table, seven-group table, and section mother-skeleton table defined in pattern-coverage-matrix-schema.md.

Diagnostic Groups

空话包装型：A1-A6, A8-A10, A14
机械对称型：A7, A11-A13, A15-A18, A20-A23, A26, A29
技术散文模板型：A24-A27
论证过度闭合型：A19, A30, A32, A33
教科书/贴源型：A3, A31, A35
作者性缺席型：A16, A36
混写与新式精修型：A34, A37, A38, A39

Failure Conditions

Missing paragraph IDs.
Missing overlap for local shards.
Any paragraph omitted from final matrix.
Any suspect without evidence sentence.
Any section missing mother-skeleton judgment.
Anti-Miss Reviewer finds unresolved omissions.

Before handoff to binding, the artifact should pass:

python3 ../../_shared/scripts/check_pattern_matrix.py <pattern-matrix.md>