SC
Add reviewer calibration assistant
SCIBASE-AI/SCIBASE.AI#574

Summary

/claim #16

Adds a distinct reviewer calibration and inter-rater agreement assistant for the AI-Powered Research Assistant Suite. The module validates synthetic peer-review packets before AI-generated review summaries, reputation updates, or author-facing recommendations are released.

This slice focuses on reviewer calibration rather than another broad research assistant, evidence binder, structured-abstract checker, model-assumption diagnostic, dependency guard, external-validity transfer assistant, research-gap finder, or reproducibility executor.

What it checks

  • pairwise reviewer agreement across clarity, rigor, novelty, reproducibility, and recommendation
  • recommendation consensus ratio
  • severe score spread by scoring dimension
  • domain-template drift
  • evidence-anchor coverage for reviewer claim checks
  • duplicate reviewer records
  • whether disputed packets should remain double-blind during calibration

Reviewer artifacts

  • reviewer-calibration-assistant/reports/reviewer-calibration-report.json
  • reviewer-calibration-assistant/reports/reviewer-calibration-report.md
  • reviewer-calibration-assistant/reports/reviewer-calibration-summary.svg
  • reviewer-calibration-assistant/reports/reviewer-calibration-demo.mp4

Demo video raw URL: https://raw.githubusercontent.com/catcherintheroad-hub/SCIBASE.AI/catcherintheroad/reviewer-calibration-assistant/reviewer-calibration-assistant/reports/reviewer-calibration-demo.mp4

Validation

  • npm test
  • npm run demo
  • node --check reviewer-calibration-assistant/src/calibration.js
  • node --check reviewer-calibration-assistant/demo/generate-demo.js
  • node --check reviewer-calibration-assistant/demo/write-svg.js
  • git diff --check
  • ffprobe verified the committed MP4 as H.264, 1280x1280, 8 seconds

Boundaries

Dependency-free Node implementation using synthetic data only. It does not call external AI APIs, ingest private manuscripts, access credentials, or integrate with payment systems.

Claim

Total prize pool $2,675
Total paid $0
Status Pending
Submitted June 05, 2026
Last updated June 05, 2026

Contributors

CA

catcherintheroad-hub

@catcherintheroad-hub

100%

Sponsors

SC

SCIBASE.AI

@SCIBASE.AI

$1,325
RO

Robertg761

@Robertg761

$1,350