[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"skill:01M79H6VYCE7BFXSW0RG1KACHT":3,"skill-same:01M79H6VYCE7BFXSW0RG1KACHT":67},{"skillNo":4,"name":5,"nameZh":6,"description":7,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":16,"categories":17,"keywords":18,"publishedAt":19,"linkOnly":20,"markdownContent":21,"markdownBody":22,"frontMatter":23,"refName":24,"commitSha":25,"skillDirectory":26,"forksCount":27,"repositoryHtmlUrl":28,"repositoryHomepageUrl":29,"ownerHtmlUrl":30,"ownerBlogUrl":6,"ownerDescription":31,"updatedAt":32,"install":33,"resources":46},"01M79H6VYCE7BFXSW0RG1KACHT","prisma-systematic-review",null,"Use when conducting a systematic review or structured literature survey — protocol, PRISMA flow, screening log, and synthesis, wired to the project's literature tools. A systematic review is a *method* (predefined protocol, auditable screening, reproducible counts), not an ad-hoc reading pile — for casual exploration or a quick coverage pass, this skill is overkill.","yibocat\u002Fprismnext","yibocat","https:\u002F\u002Favatars.githubusercontent.com\u002Fu\u002F98038316?v=4","01M79H3HDXFS2RDP1ED51TDF87","yibo","01M79H3HEG17B8ZH9AD0A06RBK",4,"MIT","https:\u002F\u002Fgithub.com\u002Fyibocat\u002Fprismnext\u002Fblob\u002Fmaster\u002Fresources\u002Fteams\u002Fprismnext.core\u002Fskills\u002Fprisma-systematic-review\u002FSKILL.md",[],[],"2026-11-15 14:19:17",false,"---\nname: prisma-systematic-review\ndescription: Use when conducting a systematic review or structured literature survey — protocol, PRISMA flow, screening log, and synthesis, wired to the project's literature tools. A systematic review is a *method* (predefined protocol, auditable screening, reproducible counts), not an ad-hoc reading pile — for casual exploration or a quick coverage pass, this skill is overkill.\nlicense: MIT\n---\n\n# PRISMA Systematic Review\n\nA systematic review is a method, not a reading pile: protocol first,\nauditable screening, reproducible counts. Where an ordinary review says \"I\nread some papers and here is my take\", a systematic review can answer \"how\ndid you search, what did you exclude, and why\" — with logs. This skill\nwires the PRISMA 2020 discipline into the project's literature tools.\n\n**Not for**: exploring a new area, building a reading list, or drafting an\nordinary Related Work section (`writing-related-work` when enabled) — those\nneed no protocol and no flow diagram.\n\n**Scaled-down mode**: when full PRISMA is heavier than the occasion but\ncoverage still needs to be defensible (e.g. a Related Work section someone\nmay challenge), keep the two minimal records — the queries as executed and\nthe exclusion reasons — and skip the protocol registration and flow\ndiagram. Say that you are doing so.\n\n## When to use\n\n- The user wants a systematic review \u002F systematic survey, not an ad-hoc one\n- A Related Work section needs defensible coverage (\"how did you search?\")\n- Meta-analysis preparation (screening + data extraction stage)\n\n## Files in this skill\n\n- `references\u002Fprisma-2020-checklist.md` — the 27-item checklist, condensed;\n  read it when drafting the report, not before.\n- `templates\u002Fprotocol-outline.md` — the protocol skeleton (write this FIRST).\n- `templates\u002Fscreening-log.csv` — one row per record: source, query, id,\n  decision, reason.\n- `templates\u002Fprisma-flow.md` — the flow-diagram counts file to keep current.\n\n## Workflow\n\n1. **Protocol before searching** — draft from `templates\u002Fprotocol-outline.md`\n   into the project (research question, PICO\u002FSPIDER framing, inclusion &\n   exclusion criteria, databases, date limits). Persist via\n   `research-brief-update` or a protocol file after user confirmation.\n2. **Search & log** — run `literature-discover` per planned query; record\n   each query and hit count in the screening log. Reproducibility means the\n   queries are written down *as executed*.\n3. **Screen in two passes** — title\u002Fabstract pass then full-text pass; every\n   exclusion gets a reason in the log. `literature-read` for abstracts;\n   `literature-read-pdf` (intensive list) for full texts.\n4. **Keep the flow counts current** — identified → deduped → screened →\n   excluded (reasons) → included. `templates\u002Fprisma-flow.md` is the file of\n   record; the diagram is generated from it at report time.\n5. **Include** — papers that pass go to the library only with explicit user\n   confirmation (`literature-add`); otherwise stage them for the session.\n6. **Synthesize & report** — draft the review following the checklist;\n   citations via `[@bibkey]` \u002F staged `[n]`; `literature-export-bib` for the\n   manuscript.\n\n## Done when\n\n- Flow-diagram counts reconcile with the screening log (audited against\n  each other).\n- Protocol deviations recorded with dates and reasons.\n- Included papers are in the library (user-confirmed) or staged; the\n  bibliography is synced.\n- Scaled-down mode: the query log and exclusion reasons exist on disk —\n  the rest is optional.\n\n## Rules\n\n- Counts in the flow diagram must reconcile with the screening log — audit\n  them against each other before reporting.\n- Deviations from the protocol are allowed but must be recorded with dates\n  and reasons.\n- Never silently re-run a query with different terms and keep the old count.\n","# PRISMA Systematic Review\n\nA systematic review is a method, not a reading pile: protocol first,\nauditable screening, reproducible counts. Where an ordinary review says \"I\nread some papers and here is my take\", a systematic review can answer \"how\ndid you search, what did you exclude, and why\" — with logs. This skill\nwires the PRISMA 2020 discipline into the project's literature tools.\n\n**Not for**: exploring a new area, building a reading list, or drafting an\nordinary Related Work section (`writing-related-work` when enabled) — those\nneed no protocol and no flow diagram.\n\n**Scaled-down mode**: when full PRISMA is heavier than the occasion but\ncoverage still needs to be defensible (e.g. a Related Work section someone\nmay challenge), keep the two minimal records — the queries as executed and\nthe exclusion reasons — and skip the protocol registration and flow\ndiagram. Say that you are doing so.\n\n## When to use\n\n- The user wants a systematic review \u002F systematic survey, not an ad-hoc one\n- A Related Work section needs defensible coverage (\"how did you search?\")\n- Meta-analysis preparation (screening + data extraction stage)\n\n## Files in this skill\n\n- `references\u002Fprisma-2020-checklist.md` — the 27-item checklist, condensed;\n  read it when drafting the report, not before.\n- `templates\u002Fprotocol-outline.md` — the protocol skeleton (write this FIRST).\n- `templates\u002Fscreening-log.csv` — one row per record: source, query, id,\n  decision, reason.\n- `templates\u002Fprisma-flow.md` — the flow-diagram counts file to keep current.\n\n## Workflow\n\n1. **Protocol before searching** — draft from `templates\u002Fprotocol-outline.md`\n   into the project (research question, PICO\u002FSPIDER framing, inclusion &\n   exclusion criteria, databases, date limits). Persist via\n   `research-brief-update` or a protocol file after user confirmation.\n2. **Search & log** — run `literature-discover` per planned query; record\n   each query and hit count in the screening log. Reproducibility means the\n   queries are written down *as executed*.\n3. **Screen in two passes** — title\u002Fabstract pass then full-text pass; every\n   exclusion gets a reason in the log. `literature-read` for abstracts;\n   `literature-read-pdf` (intensive list) for full texts.\n4. **Keep the flow counts current** — identified → deduped → screened →\n   excluded (reasons) → included. `templates\u002Fprisma-flow.md` is the file of\n   record; the diagram is generated from it at report time.\n5. **Include** — papers that pass go to the library only with explicit user\n   confirmation (`literature-add`); otherwise stage them for the session.\n6. **Synthesize & report** — draft the review following the checklist;\n   citations via `[@bibkey]` \u002F staged `[n]`; `literature-export-bib` for the\n   manuscript.\n\n## Done when\n\n- Flow-diagram counts reconcile with the screening log (audited against\n  each other).\n- Protocol deviations recorded with dates and reasons.\n- Included papers are in the library (user-confirmed) or staged; the\n  bibliography is synced.\n- Scaled-down mode: the query log and exclusion reasons exist on disk —\n  the rest is optional.\n\n## Rules\n\n- Counts in the flow diagram must reconcile with the screening log — audit\n  them against each other before reporting.\n- Deviations from the protocol are allowed but must be recorded with dates\n  and reasons.\n- Never silently re-run a query with different terms and keep the old count.\n",{"name":5,"license":15,"description":7},"master","bea8e76eec5d154324b095a78e731876fc136f75","resources\u002Fteams\u002Fprismnext.core\u002Fskills\u002Fprisma-systematic-review",0,"https:\u002F\u002Fgithub.com\u002Fyibocat\u002Fprismnext","https:\u002F\u002Fprismnext.pages.dev\u002F","https:\u002F\u002Fgithub.com\u002Fyibocat","Data Science and Artificial Intelligence","2026-09-05 14:31:57",{"source":8,"skillName":5,"commands":34,"prompt":44,"zipAvailable":45},[35,38,41],{"tool":36,"command":37},"npx","npx skills add yibocat\u002Fprismnext --skill prisma-systematic-review",{"tool":39,"command":40},"bunx","bunx skills add yibocat\u002Fprismnext --skill prisma-systematic-review",{"tool":42,"command":43},"pnpm","pnpm dlx skills add yibocat\u002Fprismnext --skill prisma-systematic-review","安装技能，技能地址：https:\u002F\u002Fgithub.com\u002Fyibocat\u002Fprismnext\u002Fblob\u002Fmaster\u002Fresources\u002Fteams\u002Fprismnext.core\u002Fskills\u002Fprisma-systematic-review\u002FSKILL.md",true,[47,53,57,61],{"path":48,"resourceType":49,"resourceTypeDesc":50,"sizeBytes":51,"sourceHtmlUrl":52},"references\u002Fprisma-2020-checklist.md","REFERENCE","参考文档",2148,"https:\u002F\u002Fgithub.com\u002Fyibocat\u002Fprismnext\u002Fblob\u002Fmaster\u002Fresources\u002Fteams\u002Fprismnext.core\u002Fskills\u002Fprisma-systematic-review\u002Freferences\u002Fprisma-2020-checklist.md",{"path":54,"resourceType":49,"resourceTypeDesc":50,"sizeBytes":55,"sourceHtmlUrl":56},"templates\u002Fprisma-flow.md",729,"https:\u002F\u002Fgithub.com\u002Fyibocat\u002Fprismnext\u002Fblob\u002Fmaster\u002Fresources\u002Fteams\u002Fprismnext.core\u002Fskills\u002Fprisma-systematic-review\u002Ftemplates\u002Fprisma-flow.md",{"path":58,"resourceType":49,"resourceTypeDesc":50,"sizeBytes":59,"sourceHtmlUrl":60},"templates\u002Fprotocol-outline.md",563,"https:\u002F\u002Fgithub.com\u002Fyibocat\u002Fprismnext\u002Fblob\u002Fmaster\u002Fresources\u002Fteams\u002Fprismnext.core\u002Fskills\u002Fprisma-systematic-review\u002Ftemplates\u002Fprotocol-outline.md",{"path":62,"resourceType":63,"resourceTypeDesc":64,"sizeBytes":65,"sourceHtmlUrl":66},"templates\u002Fscreening-log.csv","ASSET","资产文件",316,"https:\u002F\u002Fgithub.com\u002Fyibocat\u002Fprismnext\u002Fblob\u002Fmaster\u002Fresources\u002Fteams\u002Fprismnext.core\u002Fskills\u002Fprisma-systematic-review\u002Ftemplates\u002Fscreening-log.csv",[68,76,83,90,97,104],{"skillNo":69,"name":70,"nameZh":6,"description":71,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":72,"licenseFileUrl":6,"sourceHtmlUrl":73,"categories":74,"keywords":75,"publishedAt":19},"01M79H88CRCDM6364CQV3AXTX8","demo-multi-file","Local test skill with an extra notes file","Apache-2.0","https:\u002F\u002Fgithub.com\u002Fyibocat\u002Fprismnext\u002Fblob\u002Fmaster\u002Ftests\u002Ffixtures\u002Fskill-registry\u002Fdemo-multi-file\u002FSKILL.md",[],[],{"skillNo":77,"name":78,"nameZh":6,"description":79,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":80,"categories":81,"keywords":82,"publishedAt":19},"01M79H84P8BEMKYP2EAJEJ12QQ","writing-results","Use when drafting a Results \u002F Experiments \u002F Analysis section — narrating verified evidence from run receipts, with complete statistical reporting, derivation analysis, and honest treatment of negative results. Every number traces to a run; every claim survives the audit.","https:\u002F\u002Fgithub.com\u002Fyibocat\u002Fprismnext\u002Fblob\u002Fmaster\u002Fresources\u002Fteams\u002Fprismnext.core\u002Fskills\u002Fwriting-results\u002FSKILL.md",[],[],{"skillNo":84,"name":85,"nameZh":6,"description":86,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":87,"categories":88,"keywords":89,"publishedAt":19},"01M79H80M7D6BJJ0NFJ74589E4","writing-related-work","Use when drafting a Related Work \u002F literature review section or a standalone synthesis note — organizing prior work into a grounded, cited narrative or comparing methods across papers, from the project library plus staged external discovery. Never cites from memory.","https:\u002F\u002Fgithub.com\u002Fyibocat\u002Fprismnext\u002Fblob\u002Fmaster\u002Fresources\u002Fteams\u002Fprismnext.core\u002Fskills\u002Fwriting-related-work\u002FSKILL.md",[],[],{"skillNo":91,"name":92,"nameZh":6,"description":93,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":94,"categories":95,"keywords":96,"publishedAt":19},"01M79H7WTP45W9KJQKQHX22PBR","writing-preliminaries","Use when drafting a Preliminaries \u002F Background \u002F Notation section — definitions, problem setup, and formal statements the rest of the paper builds on, with notation consistency and machine-checked formal claims. Reference patterns, not molds; include only what later sections actually use.","https:\u002F\u002Fgithub.com\u002Fyibocat\u002Fprismnext\u002Fblob\u002Fmaster\u002Fresources\u002Fteams\u002Fprismnext.core\u002Fskills\u002Fwriting-preliminaries\u002FSKILL.md",[],[],{"skillNo":98,"name":99,"nameZh":6,"description":100,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":101,"categories":102,"keywords":103,"publishedAt":19},"01M79H7RYRFZ3J74Z15JNG6FD6","writing-methods","Use when drafting a Methods \u002F Methodology \u002F Approach \u002F Model section — expounding the ideas and the reasoning behind the method, grounded in the project's brief, notes, and prior discussions, with empirical details from run receipts. Structure follows the idea's shape; reference angles, not fixed templates.","https:\u002F\u002Fgithub.com\u002Fyibocat\u002Fprismnext\u002Fblob\u002Fmaster\u002Fresources\u002Fteams\u002Fprismnext.core\u002Fskills\u002Fwriting-methods\u002FSKILL.md",[],[],{"skillNo":105,"name":106,"nameZh":6,"description":107,"descriptionZh":6,"repositoryFullName":8,"ownerLogin":9,"ownerAvatarUrl":10,"ownerAccountNo":11,"ownerDisplayName":12,"repositoryNo":13,"starsCount":14,"licenseSpdxId":15,"licenseFileUrl":6,"sourceHtmlUrl":108,"categories":109,"keywords":110,"publishedAt":19},"01M79H7MPZB0KTWZBDFVN9NKP2","writing-introduction","Use when drafting or rewriting a paper's Introduction — framing the problem, positioning against prior work, and stating contributions as checkable claims, grounded in the brief, notes, and the library. Reference rhetorical patterns, adapted to the paper — never applied as molds.","https:\u002F\u002Fgithub.com\u002Fyibocat\u002Fprismnext\u002Fblob\u002Fmaster\u002Fresources\u002Fteams\u002Fprismnext.core\u002Fskills\u002Fwriting-introduction\u002FSKILL.md",[],[]]