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PREGNA-RISK: Pregnancy Risk in SLE/APS
by
CryptoReuMD
· GitHub ↗
· v1.0.0
· MIT-0
161
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0
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Install in OpenClaw
/install pregna-risk
Description
Calculates a weighted composite score predicting adverse pregnancy outcomes in SLE/APS patients to guide risk stratification and management.
Usage Guidance
This code appears to be a straightforward, local risk calculator (no network calls or secret access). Before using it clinically: 1) review the full source (you have pregna_risk.py) to confirm behavior and to ensure no hidden I/O; 2) validate the model and weights against the cited literature and against real/known test cases; 3) run it in an isolated environment (virtualenv) and install numpy from PyPI; 4) do not feed identifiable patient data until you are satisfied with privacy practices — the tool prints reports to stdout and does not appear to exfiltrate data, but provenance is unclear (registry shows no homepage), so confirm authorship/maintenance and licensing; 5) treat outputs as decision support only and consult specialists before relying on the score for clinical care.
Capability Analysis
Type: OpenClaw Skill
Name: pregna-risk
Version: 1.0.0
The PREGNA-RISK skill is a legitimate medical risk stratification tool for SLE/APS patients. The Python code (pregna_risk.py) implements a weighted scoring system and a Monte Carlo simulation using NumPy to estimate uncertainty, while the documentation (SKILL.md) provides evidence-based clinical context and usage instructions without any signs of malicious intent or prompt injection.
Capability Assessment
Purpose & Capability
Name and description match the included code and instructions: a weighted composite risk score with Monte Carlo uncertainty estimation for SLE/APS pregnancy risk. The code implements the weights, scoring, classification, and reporting described in SKILL.md. One caution: registry metadata lists source/homepage as unknown — the package contains an implementation, but provenance and authorship claims (affiliations) are not verifiable from the registry entry.
Instruction Scope
SKILL.md only instructs installing numpy and running the local script; the script computes scores and prints a report. There are no instructions to read arbitrary system files, access environment variables, or send data to external endpoints.
Install Mechanism
Install spec is a single pip dependency (numpy). This is proportionate for Monte Carlo simulations. There is no download-from-URL, no extraction of remote archives, and no creation of nonstandard binaries.
Credentials
The skill requires no environment variables, no credentials, and no config paths. That is appropriate for a local calculator that performs purely local computation.
Persistence & Privilege
The skill is not always-enabled and requests no elevated or persistent privileges. It does not modify other skills or system settings.
How to Use
- Make sure OpenClaw is installed (local or Docker)
- Run the install command in chat:
/install pregna-risk - After installation, invoke the skill by name or use
/pregna-risk - Provide required inputs per the skill's parameter spec and get structured output
Version History
v1.0.0
PREGNA-RISK 1.0.0
- Initial release of quantitative pregnancy risk stratification tool for patients with SLE and/or APS.
- Computes a composite risk score based on clinical, serological, and treatment factors, using weights from major cohort studies.
- Provides evidence-based risk categories and monitoring recommendations for pregnancy management.
- Includes protective weighting for hydroxychloroquine, aspirin, and LMWH use.
- Utilizes Monte Carlo simulations to estimate uncertainty in the composite score.
- Command-line usage with minimal dependency (`numpy`).
Metadata
Frequently Asked Questions
What is PREGNA-RISK: Pregnancy Risk in SLE/APS?
Calculates a weighted composite score predicting adverse pregnancy outcomes in SLE/APS patients to guide risk stratification and management. It is an AI Agent Skill for Claude Code / OpenClaw, with 161 downloads so far.
How do I install PREGNA-RISK: Pregnancy Risk in SLE/APS?
Run "/install pregna-risk" in the OpenClaw or Claude Code chat to install it in one step — no extra setup required.
Is PREGNA-RISK: Pregnancy Risk in SLE/APS free?
Yes, PREGNA-RISK: Pregnancy Risk in SLE/APS is completely free, licensed under MIT-0. You can download, install and use it at no cost.
Which platforms does PREGNA-RISK: Pregnancy Risk in SLE/APS support?
PREGNA-RISK: Pregnancy Risk in SLE/APS is cross-platform and runs anywhere OpenClaw / Claude Code is available (cross-platform).
Who created PREGNA-RISK: Pregnancy Risk in SLE/APS?
It is built and maintained by CryptoReuMD (@cryptoreumd); the current version is v1.0.0.
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