score-and-rank

Community

Rank top research questions with signals

AuthorDamarisDeng
Version1.0.0
Installs0

System Documentation

What problem does it solve?

Score-and-rank automates the critical early-stage decision in research pipelines by combining data feasibility with literature-informed signals to identify and select the top candidate research question for analysis.

Core Features & Use Cases

  • Reads Stage 2 outputs (research_questions.json) and computes a composite score by blending data feasibility, novelty, and literature support, then ranks candidates.
  • Supports a fast-track mode that reuses prior scoring details to skip web searches during rapid iteration.
  • Outputs backward-compatible ranked_questions.json and detailed scoring results for downstream stages.
  • Provides a structured selection_metadata block and progress tracking to support auditability and reproducibility.
  • Useful for teams automating topic selection in health research pipelines, clinical data studies, or any workflow requiring reproducible candidate evaluation.

Quick Start

Invoke the score-and-rank process with your pipeline output folder to compute scores and select the top candidate.

Dependency Matrix

Required Modules

None required

Components

Standard package

💻 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: score-and-rank
Download link: https://github.com/DamarisDeng/paper-writing-system/archive/main.zip#score-and-rank

Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
View Source Repository

Agent Skills Search Helper

Install a tiny helper to your Agent, search and equip skill from 471,000+ vetted skills library on demand.