QQsci-skill/references/literature-routing.md

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# Literature Routing with Zotero Notes and DeepSeek
Use this file when the user wants existing Zotero/Obsidian literature notes to
guide manuscript positioning, rewriting, citation planning, or reviewer-risk
analysis.
## Inputs
Collect as many as available:
- manuscript title, abstract, draft, figure captions, or key claims
- material system and aliases
- material family, device type, application, mechanism, and performance metrics
- target journal or journal tier
- Zotero collection, tag, saved search, Obsidian folder, or note source
- whether the notes were generated by DeepSeek/AwesomeGPT
If no target journal is given, ask the author. If they want recommendations,
open `journal-positioning.md`.
## Keyword extraction
Extract keywords in layers:
1. Exact material: e.g. `Ni-HHTP`, `MXene`, `BC`, `perovskite`, `MOF`, `COF`,
`Ecoflex`, `graphene`, `hydrogel`.
2. Material family: conductive MOF, 2D material, porous polymer, aerogel,
biomass cellulose, elastomer composite, metal oxide, sulfide, carbide.
3. Device/application: TENG, sensor, battery, supercapacitor, electrocatalysis,
photocatalysis, membrane, flexible electronics, photodetector.
4. Mechanism: charge transfer, ion transport, defect engineering, interface
polarization, hydrogen bonding, hydrophilicity, mechanical reinforcement,
piezoelectricity, triboelectric polarity, carrier separation.
5. Evidence: XPS, XRD, Raman, SEM/TEM, AFM, EIS, CV, LSV, tensile, fatigue,
cycling stability, humidity/temperature tests.
6. Target outlet: journal name, publisher family, impact level, audience.
Return a query pack:
- `must-match`: exact material, device, mechanism
- `should-match`: family, application, evidence type
- `context`: target journal, field, benchmark terms
- `exclude`: irrelevant homonyms or unrelated applications
## DeepSeek screening brief
Give DeepSeek a compact, structured task:
```text
You are screening my existing Zotero/Obsidian literature notes for a materials
science manuscript.
Manuscript profile:
- Material/system: xxx
- Material family: xxx
- Device/application: xxx
- Mechanism/property: xxx
- Target journal or tier: xxx
- Key evidence/figures: xxx
Screen the notes and return:
1. Strongly related papers: same material, same device, same mechanism, direct
benchmark, or same target-journal positioning.
2. Weakly related papers: same material family, adjacent device/application,
similar mechanism, characterization logic, or useful writing pattern.
3. For each paper: title, year, journal, DOI, Zotero key if present, relation
type, useful claim/evidence, and why it matters for my manuscript.
4. Do not include papers only because of a broad keyword match.
```
## Strong vs weak relation rules
Strongly related:
- same exact material or named composite
- same material family and same device/application
- same mechanism tested with comparable evidence
- same target journal or immediate competitor journal with close topic
- benchmark paper that reviewers will expect
- paper that directly defines the gap or limitation being addressed
Weakly related:
- same material family but different device
- same device but different material
- similar characterization chain
- similar introduction structure or mechanism language
- adjacent application with transferable design logic
- broader review or perspective useful for field framing
Reject:
- title-only matches with no useful mechanism or benchmark
- papers outside the application without transferable logic
- notes with insufficient metadata unless the user asks to repair metadata
## How to use results in writing
Strong papers:
- define novelty and gap
- anchor Introduction claims
- support direct benchmark comparison
- guide reviewer-risk fixes
- decide which references must be cited near major claims
- provide DOI-only Word comments when the user asks for citation placement in
`.docx`
Weak papers:
- broaden first Introduction paragraph
- provide mechanism vocabulary
- support cautious analogies
- suggest missing controls or characterization
- inspire section architecture
## Output template
`Keyword pack:`
`Strongly related papers:`
`Weakly related papers:`
`How this changes the manuscript:`
`Citation/positioning risks:`
## Word citation comments
When the final deliverable is an annotated Word manuscript, separate internal
planning from comment text.
Internal planning may include title, authors, Zotero key, relation type, and why
the paper supports the claim.
The Word comment itself must contain DOI strings only:
```text
10.xxxx/xxxxx
10.xxxx/yyyyy
```
Do not include explanations in the Word comment. Omit papers without DOI unless
the user explicitly allows title or Zotero-key fallback.