{
  "id": 582291,
  "title": "Should post-processing be used?",
  "url": "/competitions/birdclef-2025/discussion/582291",
  "author_name": "New bee",
  "post_date": "2025-05-30T09:14:59.594000",
  "votes": 1,
  "comment_count": 0,
  "views": 0,
  "content": "<p>Applying post-processing boosts my score with an individual model, but after ensembling models, post-processing leaves the score unchanged. Should I still use post-processing?😀</p>",
  "messages": [
    {
      "id": 3213629,
      "postDate": "2025-05-30T09:14:59.593Z",
      "content": "<p>Applying post-processing boosts my score with an individual model, but after ensembling models, post-processing leaves the score unchanged. Should I still use post-processing?😀</p>",
      "rawMarkdown": "Applying post-processing boosts my score with an individual model, but after ensembling models, post-processing leaves the score unchanged. Should I still use post-processing?😀",
      "votes": 1
    }
  ],
  "comments": [],
  "raw_markdown_by_id": {
    "3213629": "Applying post-processing boosts my score with an individual model, but after ensembling models, post-processing leaves the score unchanged. Should I still use post-processing?😀"
  }
}