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Review Interface

The Review interface is where you manually approve or reject posts for export to Curated Queue.

Accessing Review

  1. Click Review in the main navigation
  2. You'll see a list of posts awaiting review
  3. Each post shows spam score, content preview, and action buttons

Understanding the Interface

Post Display

Each post shows: - Spam Score (0-100): FenLiu's automated assessment - 0-25: Low spam confidence - 25-75: Medium (requires judgment) - 75-100: High spam confidence - Content Preview: First 280 characters of post - Author: Fediverse account that posted it - Hashtags: Tags in the post - Media: Indicator if post has attachments - Stream: Which hashtag stream sourced this post

Action Buttons

  • ✓ Approve: Post is quality content, export to Curated Queue
  • ✗ Reject: Post is spam or unsuitable, don't export
  • Score Slider: Adjust spam score (0-100) before approving/rejecting

A ↑ Back to top link appears at the bottom of the page for quick navigation back to the top after reviewing a long list of posts.

Reviewing Posts

Basic Review

  1. Read the post content and preview
  2. Look at the spam score (guide only, not definitive)
  3. Click Approve ✓ or Reject ✗
  4. Move to next post

Adjust Spam Score

If you disagree with the automatic score:

  1. Use the Score Slider (0-100)
  2. Adjust to match your judgment
  3. Click Approve or Reject
  4. Your adjusted score is recorded

Spam Score Guide

  • 0-25 (Green): Legitimate content, safe to approve
  • 25-50 (Yellow): Questionable, review carefully
  • 50-75 (Orange): Likely spam or low quality
  • 75-100 (Red): Almost certainly spam

Filtering Posts (Planned)

Future versions will support filtering to focus on specific reviews:

By Status

  • All: Show all pending posts
  • Pending: Not yet reviewed
  • Approved: Already approved
  • Rejected: Already rejected

By Spam Score

  • Filter to low scores (high confidence content)
  • Filter to high scores (likely spam)
  • Focus on medium scores (need judgment)

By Stream

  • Show posts from specific hashtag streams
  • Useful for batch-reviewing by topic

By Attachments

  • Show posts with media
  • If using "Attachments-Only" mode, focus here

Review Workflow

Quick Approve/Reject

For obvious posts (clear quality or clear spam): 1. Glance at content 2. Click Approve or Reject 3. Move on

Careful Review

For questionable posts (spam score 25-75): 1. Read full content 2. Check author account 3. Review hashtags 4. Adjust score if needed 5. Make decision 6. Click Approve or Reject

Batch Review

Review many posts efficiently: 1. Filter by spam score range (e.g., 0-30) 2. Approve/reject in rapid succession 3. Switch to next score range 4. Continue until all reviewed

Decisions Recorded

Every review decision is recorded: - Post approval/rejection status - Your adjusted spam score - Timestamp of review - Used for future ML model training

Export Queue Connection

When you Approve a post: 1. Post enters the queue as Pending 2. Curated Queue consumer can fetch it via API 3. Consumer processes and acknowledges 4. Post moves to Delivered status

When you Reject a post: 1. Post is marked as rejected 2. Never exported to Curated Queue 3. Remains in database for reference

Tips

Build Consistent Judgment

  • Define your own quality standards
  • Apply consistently across posts
  • Use manual score adjustment for borderline posts

Don't Over-Adjust Scores

  • Trust automated scoring for obvious cases
  • Only adjust for borderline posts
  • Your adjustments will train future ML models

Review Regularly

  • Review new posts frequently
  • Keep queue from growing too large
  • Maintain responsive export pipeline

Monitor Queue Status

  • Check Queue page to see approved posts being consumed
  • If queue backs up, increase review frequency
  • If queue empties, consider lower thresholds

Keyboard Shortcuts (Planned)

Future versions will support keyboard shortcuts:

  • A - Approve current post
  • R - Reject current post
  • ← / → - Navigate between posts
  • / - Focus search/filter

Common Issues

Too Much Spam

  • Block common spam sources in "Don't Reblog Users"
  • Disable low-quality streams
  • Consider lowering approval thresholds manually

Can't Decide on Post

  • Trust your judgment
  • If borderline, slight approve bias is ok (consumer can nack if needed)
  • Your decision will be recorded for ML training

Queue Not Consuming Posts

  • Check Queue page for errors
  • Verify Curated Queue consumer is running
  • Check API key is correct

Next Steps