📦 Clinical Data Cleaner — 临床数据清洗

v1.0.0

专为临床试验数据清洗设计,支持SDTM标准化、缺失值处理与FDA/EMA提交流程,一键生成合规数据集。

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by @aipoch-ai (AIpoch)
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最后更新
2026/4/2
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OpenClaw
安全
high confidence
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评估建议
This package appears internally consistent, but you should: (1) review scripts/main.py (and the remainder of the truncated code) before running to confirm it only writes local outputs and audit logs; (2) run it first on synthetic or de‑identified sample data to verify CLI semantics (the README example and script usage differ for --input); (3) install dependencies in an isolated environment (virtualenv/container); (4) confirm the script will not overwrite raw source files and that audit logs are ...
详细分析 ▾
用途与能力
Name/description, SKILL.md, references, requirements.txt, and scripts/main.py all consistently implement SDTM-focused cleaning, missing‑value handling, outlier detection, and audit logging. Declared dependencies (numpy, pandas, scipy) are proportionate to the task.
指令范围
Runtime instructions focus on validating inputs, running the packaged Python script, and producing auditable outputs. Minor documentation inconsistency: an example Audit-Ready command passes a free-text --input string while the script usage expects a file path; confirm expected CLI interface before running. No instructions direct reading unrelated system files or exfiltrating data.
安装机制
No install spec included (instruction-only skill with packaged Python script). Dependencies are declared in requirements.txt and are standard data science packages. There are no downloads from external URLs or extract steps in the package.
凭证需求
No environment variables, credentials, or config paths are required. The script optionally loads a user-provided JSON config file (local path) which is reasonable for customization and documented in SKILL.md.
持久化与权限
Skill is not always-enabled and uses the normal autonomous-invocation default. It does not request elevated system presence or modify other skills' configs. Any file writes are expected outputs/audit logs for cleaning.
安全有层次,运行前请审查代码。

运行时依赖

无特殊依赖

版本

latestv1.0.02026/4/2

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安装命令

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官方npx clawhub@latest install clinical-data-cleaner-1
镜像加速npx clawhub@latest install clinical-data-cleaner-1 --registry https://cn.longxiaskill.com
数据来源ClawHub ↗ · 中文优化:龙虾技能库