Advancium Research Micro
Paper Quality Framework
A rigorous, micro-granular AI framework that standardizes peer review by delivering section-wise scoring, gap detection, and actionable improvement insights across all components of a scholarly research paper.
What ARMPQF Evaluates
Micro-Granular Quality Score
Objective scoring using 16 Macropointers and 127 Sub-Checkpoints mapped to paper sections.
Publication Readiness Assessment
Journal alignment, reviewer expectation match, and acceptance probability estimation.
Framework-Driven Validation
Ensures structural, methodological, ethical, and domain compliance.
ARMPQF Analysis Workflow
Paper Ingestion & TOC Mapping
PDF converted to XML via Grobid, TOC extracted and mapped to 16 framework sections.
Contextual Framework Preparation
General + Domain-specific + Subject-specific checkpoints are synthesized.
Section-Wise Scoring & Review
Each section scored using Micropoints with gaps, suggestions, examples, and revised score.
Micro-Granular Feedback Output
Standardize Your Peer Review with ARMPQF
Replace subjective reviews with objective, explainable, and section-wise AI evaluation.
Start ARMPQF Analysis