{
 "schema_version": 1,
 "generated": "2026-10-26",
 "id": "z-liu-xiugou-research-workbench-assistant--discover-and-triage-papers-with-crossref",
 "repo": "z-liu-xiugou/research-workbench-assistant",
 "repo_url": "https://github.com/z-liu-xiugou/research-workbench-assistant",
 "repo_slug": "z-liu-xiugou-research-workbench-assistant",
 "title": "Find papers on Crossref and triage them as candidates",
 "page_title": "How to find papers on Crossref and triage them as candidates with Research Workbench Assistant",
 "summary": "Search Crossref by topic and year, save deduplicated candidates, and record keep or exclude reasons.",
 "who": "A researcher starting a literature review on a new topic who needs a shortlist of papers to screen, without marking them as read.",
 "problem": "Literature searches produce many results, and it is easy to confuse a search hit with a paper that was actually read.",
 "outcome": "A candidate queue in CANDIDATES.md and JSON with deduplicated DOIs and search batch records. Candidates stay separate from read notes until you write a note for the same DOI.",
 "steps": [
  "Create a workbench to search in with `python -X utf8 skills/research-workbench/scripts/workbench.py init --root demo-workbench --name \"示例科研项目\"`.",
  "Run `python -X utf8 skills/research-workbench/scripts/workbench.py discover --root demo-workbench --query \"renewable energy forecasting\" --year-start 2023 --year-end 2025 --limit 10` to query Crossref and save results.",
  "Run `python -X utf8 skills/research-workbench/scripts/workbench.py candidates --root demo-workbench` to list the queue as pending, kept, or excluded.",
  "Open CANDIDATES.md in the workbench, then write a reason for each keep or exclude decision. Do not mark a candidate as read unless you have actually read it."
 ],
 "agent_prompt": "In the research-workbench-assistant repo, run the discover command against the workbench at <workbench-path> with the query <topic> for years 2023 to 2025 and a limit of 10. Expected output: CANDIDATES.md and CANDIDATES.json with pending entries. Verify that no candidate is marked as read.",
 "agents": [
  "any"
 ],
 "difficulty": "Intermediate",
 "time": "30 minutes",
 "basis": "readme",
 "caveat": "Crossref does not cover every paper, the query returns at most 50 results by relevance, and the search terms are sent to Crossref, so avoid unpublished research details in queries.",
 "category": "Research",
 "tags": [
  "Research"
 ],
 "lang": "python",
 "requirements": [
  "A working local Codex installation with an account that can use it",
  "Python 3.10 or newer",
  "Git"
 ],
 "risk": "none",
 "seen_in_the_wild": false,
 "mentioned_publicly": false,
 "risks": [],
 "best": false,
 "score": 0.9,
 "evidence": [],
 "url": "https://dedupedai.com/use-cases/z-liu-xiugou-research-workbench-assistant/discover-and-triage-papers-with-crossref/",
 "md": "https://dedupedai.com/use-cases/z-liu-xiugou-research-workbench-assistant/discover-and-triage-papers-with-crossref/index.md",
 "disclaimer": "Deduped lists open-source repositories that belong to other people. We do not own, maintain, audit, or vouch for any of them, and a repo appearing here is not an endorsement or a safety check. The use cases, steps, and prompts are written by AI and may be incomplete, outdated, or just wrong. Where a use case is marked \"Seen in the wild\", we link to public posts where someone described something similar, but we have not verified those posts and the use case itself is still our AI's own write-up. Use all of this at your own risk. Only run code, commands, or agents on systems and accounts you are authorized to use, and read the code and every command before you run it, especially anything that touches credentials, files, or the network. Nothing here is professional, security, legal, or financial advice. All trademarks and project names belong to their respective owners, and their use here does not imply affiliation. Content is provided as is, without warranties of any kind. Found a mistake, a safety problem, or something you want removed? Email hello@dedupedai.com and we will look at it promptly.",
 "api": "https://dedupedai.com/api/v1/usecases/z-liu-xiugou-research-workbench-assistant--discover-and-triage-papers-with-crossref.json",
 "api_version": "v1"
}