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Generates Kaplan-Meier survival curves, calculates survival statistics (log-rank test, median survival time), and estimates hazard ratios for clinical and bi...

媒体与内容

作者:AIpoch @AIPOCH-AI

许可证:MIT-0

MIT-0 ·免费使用、修改和重新分发。无需归因。

版本:v1.0.0

统计:⭐ 1 · 262 · 0 current installs · 0 all-time installs

1

安装量(当前) 0

🛡 VirusTotal :可疑 · OpenClaw :良性

Package:aipoch-ai/survival-analysis-km

安全扫描(ClawHub)

  • VirusTotal :可疑
  • OpenClaw :良性

OpenClaw 评估

The skill appears to do what it claims (Kaplan–Meier survival analysis) and its files, dependencies, and runtime instructions are proportionate to that purpose, but the provided main.py was partially truncated so a full review is recommended before trusting it with sensitive data.

目的

Name/description, SKILL.md, requirements.txt, sample data, and scripts/main.py all align with a survival-analysis tool. Declared dependencies (lifelines, pandas, numpy, matplotlib, seaborn) are appropriate and expected.

说明范围

The SKILL.md instructs running the included Python script with a CSV input and writing outputs to a results directory — this matches the code. Minor inconsistencies in SKILL.md (parameter table flags: e.g., `--group` and `--risk-table` marked as required in the table while elsewhere optional) are documentation issues but do not indicate malicious intent. The doc requests input-path validation and restricting output to workspace, but the visibl…

安装机制

No install spec; skill is instruction-only and ships a requirements.txt for pip. This is standard for Python scripts and is low risk compared to downloading arbitrary binaries from unknown hosts.

证书

The skill requests no environment variables or credentials. Dependencies are reasonable for the stated purpose. There are no signs of unrelated credential access in the provided code.

持久

always:false and no install hooks were provided. The skill does not request persistent/privileged presence or modification of other skill configs based on the supplied files.

综合结论

This package is coherent with its stated purpose and uses appropriate libraries. Before installing/using: (1) run the script in an isolated sandbox (non-production) with non-sensitive test data; (2) review the full scripts/main.py (the provided copy was truncated in the bundle you gave me) to confirm there are no network calls, hidden subprocess invocations, or filesystem accesses beyond the declared input/output; (3) pin dependency versions i…

安装(复制给龙虾 AI)

将下方整段复制到龙虾中文库对话中,由龙虾按 SKILL.md 完成安装。

请把本段交给龙虾中文库(龙虾 AI)执行:为本机安装 OpenClaw 技能「Survival Analysis (KM)」。简介:Generates Kaplan-Meier survival curves, calculates survival statistics (log-ran…。
请 fetch 以下地址读取 SKILL.md 并按文档完成安装:https://raw.githubusercontent.com/openclaw/skills/refs/heads/main/skills/aipoch-ai/survival-analysis-km/SKILL.md
(来源:yingzhi8.cn 技能库)

SKILL.md

打开原始 SKILL.md(GitHub raw)

暂无本地缓存内容,可在后台执行详情同步。