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OSTEO-GC: Glucocorticoid-Induced Osteoporosis Modeling
by
CryptoReuMD
· GitHub ↗
· v1.0.0
· MIT-0
135
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Install in OpenClaw
/install osteo-gc
Description
Models BMD T-score trajectories and 10-year fracture risk in chronic glucocorticoid users with uncertainty and ACR 2022 osteoporosis treatment guidance.
Usage Guidance
What to check before installing: 1) Review the complete osteo_gc.py file (the provided snippet was truncated) to confirm there are no hidden network calls, file writes, subprocesses, or use of environment variables at the end of the file. 2) Run a local static scan (look for imports like requests, urllib, socket, subprocess, os.environ, open) and run the code in an isolated environment with non-identifiable test data. 3) Do not use outputs as sole clinical decision-making—this appears to be a modeling aid and should be validated clinically against known cases and local guidelines. 4) Confirm license/attribution and validate the clinical assumptions (dose-response, FRAX approximations, treatment effect sizes) match your institutional practice before acting on recommendations.
Capability Analysis
Type: OpenClaw Skill
Name: osteo-gc
Version: 1.0.0
The OSTEO-GC skill is a clinical decision support tool for modeling bone mineral density trajectories. The implementation in osteo_gc.py uses only Python standard libraries (math, random) to perform Monte Carlo simulations and risk assessments based on ACR 2022 guidelines. No evidence of data exfiltration, unauthorized execution, or malicious prompt injection was found in SKILL.md or the source code.
Capability Assessment
Purpose & Capability
Name, description, SKILL.md usage example, and the included python module all align: a Monte Carlo T-score/fracture-risk projector that embeds ACR-style guidance. Required binaries/env/config are none, which is proportionate for a pure-Python modelling utility.
Instruction Scope
SKILL.md instructs only local usage (importing functions, calling project_tscore, printing report). It does not instruct reading unrelated system files, accessing environment variables, or sending data externally in the visible instructions.
Install Mechanism
No install spec (instruction-only) and the code declares only Python standard-library dependencies. No downloads or archive extraction are requested.
Credentials
The skill declares no environment variables or credentials and the visible code does not reference os.environ, secrets, or any external service credentials—appropriate for the stated purpose.
Persistence & Privilege
always is false and the skill is user-invocable (normal); there are no instructions or code that attempt to modify other skills or system-wide configurations in the reviewed portions.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install osteo-gc - After installation, invoke the skill by name or use
/osteo-gc - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
OSTEO-GC 1.0.0 Changelog
- Initial release of OSTEO-GC skill for clinical modeling of glucocorticoid-induced osteoporosis.
- Projects BMD T-score changes over time at multiple skeletal sites using dose-response modeling and Monte Carlo simulation.
- Estimates 10-year fracture probability using a FRAX-inspired approach.
- Provides ACR 2022-based risk stratification and individualized treatment recommendations.
- Includes built-in support for multiple glucocorticoids and common osteoporosis therapies.
- Requires only Python 3.8+ standard library; no external dependencies.
Metadata
Frequently Asked Questions
What is OSTEO-GC: Glucocorticoid-Induced Osteoporosis Modeling?
Models BMD T-score trajectories and 10-year fracture risk in chronic glucocorticoid users with uncertainty and ACR 2022 osteoporosis treatment guidance. It is an AI Agent Skill for Claude Code / OpenClaw, with 135 downloads so far.
How do I install OSTEO-GC: Glucocorticoid-Induced Osteoporosis Modeling?
Run "/install osteo-gc" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is OSTEO-GC: Glucocorticoid-Induced Osteoporosis Modeling free?
Yes, OSTEO-GC: Glucocorticoid-Induced Osteoporosis Modeling is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does OSTEO-GC: Glucocorticoid-Induced Osteoporosis Modeling support?
OSTEO-GC: Glucocorticoid-Induced Osteoporosis Modeling is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created OSTEO-GC: Glucocorticoid-Induced Osteoporosis Modeling?
It is built and maintained by CryptoReuMD (@cryptoreumd); the current version is v1.0.0.
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