← 返回 Skills 市场
150
总下载
0
收藏
0
当前安装
1
版本数
在 OpenClaw 中安装
/install systematic-review-screener
功能描述
Automated abstract screening tool for systematic literature reviews with PRISMA workflow support.
安全使用建议
This skill appears coherent and self-contained for screening abstracts, but treat it like any third-party code: 1) Inspect scripts/main.py fully before running (it’s included) and run python -m py_compile scripts/main.py as suggested to detect syntax errors. 2) Execute first on a small sample dataset in an isolated environment (VM or container) to verify behavior and outputs. 3) The requirements include PyYAML (install from a trusted source); dataclasses is built into modern Python and is likely unnecessary. 4) Do not feed sensitive/private data (PHI) until you have validated that outputs are correct and no unexpected logging/telemetry occurs. 5) Expect there may be minor bugs (I noticed an apparent variable typo in the CSV parser in the provided truncated code); be prepared to patch or contact the author. If you want, I can (a) run a more detailed static review of the full main.py for logic errors, or (b) suggest minimal fixes for the CSV parsing/runtime issues.
功能分析
Type: OpenClaw Skill
Name: systematic-review-screener
Version: 1.0.0
The systematic-review-screener bundle is a legitimate tool for processing academic abstracts. The core logic in scripts/main.py uses standard libraries to parse CSV, XML, and MEDLINE formats and implements a keyword-based matching engine for screening. It follows security best practices by using yaml.safe_load for configuration and pathlib for file handling, with no evidence of network activity, shell execution, or data exfiltration.
能力评估
Purpose & Capability
Name/description, SKILL.md, sample references, criteria template, and scripts/main.py align: all artifacts are consistent with an abstract screening / PRISMA export tool. No unrelated binaries, env vars, or services are requested.
Instruction Scope
SKILL.md instructs running the packaged script with local inputs and to verify inputs/paths first. It does not ask the agent to read unrelated system files or secrets. Note: SKILL.md and the script emphasize manual verification and reproducible outputs — appropriate for this domain.
Install Mechanism
Instruction-only with no install spec; code is included in-repo (no downloads). Dependencies are limited (PyYAML) and requirements.txt only lists dataclasses and yaml. No installer or external download URLs observed.
Credentials
The skill requires no environment variables, credentials, or config paths. The declared requirements match the task (local file inputs and YAML criteria). No secret-exfiltration indicators in the provided files.
Persistence & Privilege
always:false and no code attempts to modify agent/system settings or other skills. The script reads/writes local input/output files as expected for a screening tool.
如何使用
- 确保已安装 OpenClaw(本地或 Docker 部署)
- 在对话框中输入安装命令:
/install systematic-review-screener - 安装完成后,直接呼叫该 Skill 的名称或使用
/systematic-review-screener触发 - 根据 Skill 的参数说明提供必要输入,即可获得结构化输出
版本历史
v1.0.0
Initial release of systematic-review-screener: Automated abstract screening tool for systematic literature reviews with PRISMA workflow support.
- Screens academic abstracts using configurable inclusion/exclusion criteria (YAML format)
- Supports multiple input formats: PubMed MEDLINE, EndNote XML, CSV/TSV
- Generates PRISMA-compliant outputs, including flow diagram data and screening logs
- Provides confidence scores and flags low-confidence/conflict cases for human review
- Handles batch processing and large reference sets efficiently
- Outputs structured results: included/excluded lists, conflict logs, and audit-ready records
元数据
常见问题
Systematic Review Screener 是什么?
Automated abstract screening tool for systematic literature reviews with PRISMA workflow support. 它是一个面向 Claude Code / OpenClaw 的 AI Agent Skill 插件,目前累计下载 150 次。
如何安装 Systematic Review Screener?
在 OpenClaw 或 Claude Code 对话框中运行命令「/install systematic-review-screener」即可一键安装,无需额外配置。
Systematic Review Screener 是免费的吗?
是的,Systematic Review Screener 完全免费,采用 MIT-0 许可证,可自由下载、安装和使用。
Systematic Review Screener 支持哪些平台?
Systematic Review Screener 跨平台运行,可在任意部署了 OpenClaw / Claude Code 的环境中使用(cross-platform)。
谁开发了 Systematic Review Screener?
由 AIpoch(@aipoch-ai)开发并维护,当前版本 v1.0.0。
推荐 Skills