APA Publication Manual (7th ed.) Formatting & Human-in-the-Loop PDF Verification

PDF Validation Workbench & Ghostwriter Outline

Document Tree Ghostwriter Editor Operations / SOP / Syslog

Human Verification Protocol (Mandatory LLM Formally Skipped)

Zero Mandatory LLM • Multi-Pass OCR/Image/Table Scan
1. Import & Multi-Pass Scan
Upload a PDF/TXT file or load a June/Dec competency article. Runs bookmarks, layout text, embedded images, tables, and trimmed running-header passes.
2. Side-by-Side Validation
Verify Trimmed Lines & OCR Images/Tables (left) against Markdown Headings # / ##, 0.1 Citation, 0.2 Abstract, & References (right).
3. Sentence & Paragraph Format
Format with double newlines (\n\n) separating sentences and extra space (\n\n\n) separating paragraphs, yielding .md + .txt tokens.
4. Ghostwriter & ML Competency
Expand collapsed APA 7th sections to edit/cite/cross-reference, or score against Gold truth + gemma-4-31b v2 (holdout F1 0.97).
Ready. Upload a PDF or select a Competency Practice article (e.g., Elo_2008 or Paletz_2009 holdout).
Running headers, page numbers, and archive banners automatically flagged for trimming before tokenization:
No scan loaded yet.
Embedded PDF images, OCR figure detections, and tabular column grids:
No images or tables detected yet.

Human-Validated Markdown & Front Matter

Sections: 0 • Paragraphs (\n\n\n): 0 • Sentences (\n\n): 0 • References: 0

Ghostwriter Collapsed Outline (Expand to Edit & Cite)

Run "Confirm & Tokenize" above to build the collapsible Ghostwriter outline.
APA 7th Edition Publication Preview
Document Title

Validated double-spaced APA paragraphs and hanging-indent References render here after tokenization.