ARMPQF · Advancium Framework

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

01

Paper Ingestion & TOC Mapping

PDF converted to XML via Grobid, TOC extracted and mapped to 16 framework sections.

02

Contextual Framework Preparation

General + Domain-specific + Subject-specific checkpoints are synthesized.

03

Section-Wise Scoring & Review

Each section scored using Micropoints with gaps, suggestions, examples, and revised score.

Micro-Granular Feedback Output

Micropoint tables for all 16 sections
Score before & after suggested improvements
Gap-specific suggestions with examples
Final acceptance judgement (Accept / Revise / Reject)
Comprehensive Word report export

Standardize Your Peer Review with ARMPQF

Replace subjective reviews with objective, explainable, and section-wise AI evaluation.

Start ARMPQF Analysis