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Install in OpenClaw
/install skill-pharmacoeconomic-evaluation
Description
This skill provides comprehensive guidance and tools for conducting pharmacoeconomic evaluations including cost-effectiveness analysis (CEA), cost-utility an...
Usage Guidance
This skill appears to be a legitimate local analysis toolbox: inspect the Python scripts before running (they are pure computation libraries using numpy/pandas/scipy and do not call network or system commands). Before installing or running: 1) verify missing referenced files (references/*.md and example.py) — their absence may be an oversight or mean examples/context are missing; 2) run the code in an isolated environment (virtualenv/container) and install only the listed dependencies; 3) avoid feeding any real patient-identifiable data until you confirm data handling meets your privacy requirements; and 4) prefer to obtain the skill from a known source or repository (source/homepage are unknown) — provenance is the remaining risk to consider.
Capability Analysis
Type: OpenClaw Skill
Name: skill-pharmacoeconomic-evaluation
Version: 1.0.4
The skill bundle provides a comprehensive and legitimate set of tools for pharmacoeconomic evaluation, including cost-effectiveness analysis, budget impact modeling, and Monte Carlo simulations. The Python scripts (cost_effectiveness_analysis.py, budget_impact_analysis.py, and monte_carlo_simulation.py) implement standard mathematical and statistical models using reputable libraries like numpy, pandas, and scipy. No evidence of malicious intent, data exfiltration, unauthorized execution, or prompt injection was found; the instructions in SKILL.md are strictly aligned with the stated purpose of health economic research.
Capability Tags
Capability Assessment
Purpose & Capability
The skill name/description (pharmacoeconomic evaluation) matches the included Python scripts (CEA, BIA, Monte Carlo simulation) and the requirements.txt (numpy/pandas/scipy). The requested binaries/env vars/config paths are none, which is appropriate for a local analysis library.
Instruction Scope
SKILL.md describes workflows and calls to the provided scripts; the runtime instructions stay within the domain of economic modelling. However the SKILL.md and README reference additional files (references/model_methods.md, china_guidelines.md, api_reference.md, example.py) that are not present in the provided manifest — this is a documentation mismatch that could leave the agent with missing reference material or examples.
Install Mechanism
No install spec is provided (instruction-only skill), and the files are plain Python scripts with a small, standard requirements.txt. No downloads from arbitrary URLs or extract/install steps are present.
Credentials
The skill declares no required environment variables, no credentials, and no config paths. The code doesn't reference os.environ, network calls, or external endpoints — environment/credential requests are proportionate (minimal) for this purpose.
Persistence & Privilege
always is false and the skill is user-invocable; autonomous invocation is allowed by default (disable-model-invocation is false) which is normal for skills. The skill does not request persistent system-wide privileges or attempt to modify other skills.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install skill-pharmacoeconomic-evaluation - After installation, invoke the skill by name or use
/skill-pharmacoeconomic-evaluation - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.4
- Updated guideline references to "up-to-date Edition" for broader applicability.
- Removed Budget Impact Analysis (BIA) as a core evaluation type and from workflow steps.
- Revised the time horizon description for chronic diseases to clarify follow-up endpoint (>95% of patients have reached death).
- Streamlined the workflow and removed references to BIA-specific modeling and calculations.
- Minor edits for clarity and consistency throughout documentation.
v1.0.3
- Updated methodological guidance to follow ISPOR Good Practices for Outcomes Research Reports.
- Changed the recommended discount rate to 3.5%.
- Updated the ICER willingness-to-pay threshold example to 30,000 USD, aligning with US/UK standards and approximately 2x China's GDP per QALY.
- Minor corrections and removed region-specific recommendations from some workflow steps for broader applicability.
v1.0.2
- Removed the sample script file: scripts/example.py.
- No changes to core functionality or documentation.
v1.0.1
Version 1.0.1 of skill-pharmacoeconomic-evaluation
- Streamlined documentation by removing duplicated content and sections in Chinese, resulting in a more concise and accessible SKILL.md.
- Updated headings and terminology for clarity and consistency across model descriptions.
- Minor formatting and labeling improvements for readability; no functionality or code changes made.
v1.0.0
Pharmacoeconomic Evaluation Skill 1.0.0
- Initial release providing comprehensive workflows and tools for pharmacoeconomic evaluation following Chinese Pharmacoeconomic Evaluation Guidelines (2023).
- Supports cost-effectiveness, cost-utility, cost-benefit, cost-minimization, and budget impact analyses.
- Includes guidance on model construction (decision tree, Markov, DES, PSM) with practical calculation examples.
- Offers instructions for measuring and sourcing costs, effects, and utility values.
- Integrates calculation tools for ICER, QALY, net benefit, budget impact, and sensitivity analyses.
Metadata
Frequently Asked Questions
What is Pharmacoeconomic-evaluation?
This skill provides comprehensive guidance and tools for conducting pharmacoeconomic evaluations including cost-effectiveness analysis (CEA), cost-utility an... It is an AI Agent Skill for Claude Code / OpenClaw, with 317 downloads so far.
How do I install Pharmacoeconomic-evaluation?
Run "/install skill-pharmacoeconomic-evaluation" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is Pharmacoeconomic-evaluation free?
Yes, Pharmacoeconomic-evaluation is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does Pharmacoeconomic-evaluation support?
Pharmacoeconomic-evaluation is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created Pharmacoeconomic-evaluation?
It is built and maintained by tlb1201 (@tlb1201); the current version is v1.0.4.
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