Institutional Research Framework

QCAIJ AI-Assisted Article Review Protocol

QCAIJ-ARP · Version 1.0 · AI-Assisted Review Index (AIRI)

Human review remains authoritative. Protocol output is advisory. It does not constitute peer review, editorial judgment, or a publication decision.

The protocol combines an AI-assisted scholarly assessment with a transparent weighted index. The index is a pre-review signal for editorial triage and revision planning; it is not a peer-review verdict.

AIRI · 0–100

AI-Assisted Review Index

Ten dimensions are scored from 0–10 and weighted to produce one normalized 0–100 index.

CodeDimensionWeight
RQResearch question and contribution15%
NOVNovelty and significance15%
METHMethodology15%
EVIDEvidence and claims15%
REPROReproducibility10%
CITEReferences and scholarly context10%
ETHResearch ethics and responsible AI10%
CLARStructure and clarity5%
LIMLimitations and boundary conditions5%

Interpretation

  • 85–100: High pre-review readiness
  • 70–84.99: Moderate readiness; revision recommended
  • 50–69.99: Low readiness; substantial revision
  • 0–49.99: Critical pre-review concerns

AI review output

The article review page displays the AIRI score as a visual graph and provides criterion-by-criterion findings, evidence excerpts, recommendations, strengths, major concerns, missing items, model confidence, and review limitations in HTML.

API endpoint

POST ?page=api_review_protocol

Authenticated editors, reviewers, publisher administrators, and super administrators can submit title, abstract, content, and an optional research object ID. The current protocol route is retained for compatibility; AI review is available through the reviewer workflow.