hypogenic-hypothesis-generation
CommunityGenerate and test scientific hypotheses.
Education & Research#llm#machine learning#data analysis#hypothesis generation#iterative refinement#scientific research
Authorjaechang-hits
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This Skill automates the generation and testing of scientific hypotheses from tabular data, accelerating research by leveraging LLMs.
Core Features & Use Cases
- LLM-Driven Hypothesis Generation: Creates testable hypotheses directly from your data.
- Iterative Refinement: Improves hypotheses based on validation performance.
- Multiple Methods: Supports data-driven (HypoGeniC), literature-integrated (HypoRefine), and combined (Union) approaches.
- Use Case: A researcher has a dataset of patient outcomes and wants to discover potential causal relationships. This Skill can automatically generate and rank hypotheses about factors influencing outcomes, saving significant manual ideation time.
Quick Start
Use the hypogenic-hypothesis-generation skill to generate 20 data-driven hypotheses from the provided config file and save them to output/hypotheses.json.
Dependency Matrix
Required Modules
hypogenic
Components
scriptsreferences
💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: hypogenic-hypothesis-generation Download link: https://github.com/jaechang-hits/SciAgent-Skills/archive/main.zip#hypogenic-hypothesis-generation Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
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