Problem
A historical war documentary is penalized despite source footage being from a public archive and presented with educational narration.
Solution
Root Cause / Diagnostic:
Automated violent content classifiers lack historical awareness; uncurated battlefield footage or war casualties are flagged by machine vision regardless of archival provenance. If public domain archival footage lacks persistent on-screen educational titling, automated systems classify it as gratuitous graphic violence.
Actionable Fix:
1. Submit an EDSA appeal explicitly detailing the archival institution, documentary purpose, and public interest value.
2. Add persistent lower-third archival captions throughout the footage sequence to clarify context for human reviewers.
3. Include formal citations, academic source references, and documentary disclaimer statements in the top lines of the video description.
Pro Tip:
In historical war documentaries, desaturate raw combat footage or apply a slight sepia filter with an archival border; this softens raw blood contrast and triggers historical rather than real-world violence classification.
Automated violent content classifiers lack historical awareness; uncurated battlefield footage or war casualties are flagged by machine vision regardless of archival provenance. If public domain archival footage lacks persistent on-screen educational titling, automated systems classify it as gratuitous graphic violence.
Actionable Fix:
1. Submit an EDSA appeal explicitly detailing the archival institution, documentary purpose, and public interest value.
2. Add persistent lower-third archival captions throughout the footage sequence to clarify context for human reviewers.
3. Include formal citations, academic source references, and documentary disclaimer statements in the top lines of the video description.
Pro Tip:
In historical war documentaries, desaturate raw combat footage or apply a slight sepia filter with an archival border; this softens raw blood contrast and triggers historical rather than real-world violence classification.