Problem
A creator cites a primary-source document containing false information and is penalized even though the video's purpose is source criticism.
Solution
Root Cause / Diagnostic:
Primary-source documents (such as leaked memos, falsified reports, or debunked manifestos) contain prohibited keywords and disinformation patterns that automated OCR and NLP parsers flag as malicious propagation.
Actionable Step-by-Step Fix:
1. Heavily Redact Primary Documents: Redact unproven names, defamatory slurs, and false claims with digital black-out bars before showing documents on screen.
2. Display Analytical Annotations: Highlight the document with overlaid red pen annotations, digital stamps reading "DEBUNKED", and callout critique boxes.
3. Anchor in Scholarly Analysis: Ensure the on-screen host dissects why the document is flawed, fraudulent, or historically significant rather than letting it speak for itself.
Pro Creator Tip:
When presenting debunked primary sources, burn a permanent "DEBUNKED ARCHIVE" visual watermark over the document to prevent classification as primary misinformation.
Primary-source documents (such as leaked memos, falsified reports, or debunked manifestos) contain prohibited keywords and disinformation patterns that automated OCR and NLP parsers flag as malicious propagation.
Actionable Step-by-Step Fix:
1. Heavily Redact Primary Documents: Redact unproven names, defamatory slurs, and false claims with digital black-out bars before showing documents on screen.
2. Display Analytical Annotations: Highlight the document with overlaid red pen annotations, digital stamps reading "DEBUNKED", and callout critique boxes.
3. Anchor in Scholarly Analysis: Ensure the on-screen host dissects why the document is flawed, fraudulent, or historically significant rather than letting it speak for itself.
Pro Creator Tip:
When presenting debunked primary sources, burn a permanent "DEBUNKED ARCHIVE" visual watermark over the document to prevent classification as primary misinformation.