{
  "id": 566948,
  "title": "9th Place Solution",
  "content": "<p>I am truly grateful for this invaluable opportunity. This marks my first gold medal.</p>\n<p>For my approach, I trained a model using data where efs = 1 and then adjusted the predictions by multiplying them by the probability of efs being 1. Unfortunately, I only realized this method two days before the submission deadline, leaving me with limited time for thorough analysis.</p>\n<p>Here is my final configuration:</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F1648398%2F8b48ee9c88f0d359c5f8e9d644bf84bf%2F1.png?generation=1741398748161821&amp;alt=media\" alt=\"\"></p>\n<p>Thank you!</p>",
  "comments": [
    {
      "id": 3144451,
      "author_name": "Vasilis",
      "author_url": "",
      "post_date": "2025-03-08T11:31:22.357000",
      "content": "<p>Smart and elegand solution! Congrats!</p>",
      "votes": 0,
      "replies": []
    },
    {
      "id": 3144067,
      "author_name": "Robert Hatch",
      "author_url": "",
      "post_date": "2025-03-07T22:11:06.877000",
      "content": "<p>Congrats finding this surprisingly powerful method in time to get gold! I found 11 days before and still it was hard to get everything done based on that</p>",
      "votes": 0,
      "replies": []
    }
  ],
  "comment_count": 2,
  "messages": [
    {
      "id": 3143764,
      "postDate": "2025-03-07T15:04:03.390Z",
      "content": "<p>I am truly grateful for this invaluable opportunity. This marks my first gold medal.</p>\n<p>For my approach, I trained a model using data where efs = 1 and then adjusted the predictions by multiplying them by the probability of efs being 1. Unfortunately, I only realized this method two days before the submission deadline, leaving me with limited time for thorough analysis.</p>\n<p>Here is my final configuration:</p>\n<p><img src=\"https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F1648398%2F8b48ee9c88f0d359c5f8e9d644bf84bf%2F1.png?generation=1741398748161821&amp;alt=media\" alt=\"\"></p>\n<p>Thank you!</p>",
      "rawMarkdown": "I am truly grateful for this invaluable opportunity. This marks my first gold medal.\n\nFor my approach, I trained a model using data where efs = 1 and then adjusted the predictions by multiplying them by the probability of efs being 1. Unfortunately, I only realized this method two days before the submission deadline, leaving me with limited time for thorough analysis.\n\nHere is my final configuration:\n\n![](https://www.googleapis.com/download/storage/v1/b/kaggle-forum-message-attachments/o/inbox%2F1648398%2F8b48ee9c88f0d359c5f8e9d644bf84bf%2F1.png?generation=1741398748161821&alt=media)\n\nThank you!\n\n\n",
      "votes": 15
    },
    {
      "id": 3144451,
      "postDate": "2025-03-08T11:31:22.357Z",
      "content": "<p>Smart and elegand solution! Congrats!</p>",
      "rawMarkdown": "Smart and elegand solution! Congrats!"
    },
    {
      "id": 3144067,
      "postDate": "2025-03-07T22:11:06.877Z",
      "content": "<p>Congrats finding this surprisingly powerful method in time to get gold! I found 11 days before and still it was hard to get everything done based on that</p>",
      "rawMarkdown": "Congrats finding this surprisingly powerful method in time to get gold! I found 11 days before and still it was hard to get everything done based on that"
    }
  ],
  "complete": true,
  "source": "live",
  "fetched_at": "2026-10-19T19:49:55Z",
  "competition_id": 70942,
  "competition_slug": "equity-post-HCT-survival-predictions",
  "team_id": 13216878,
  "solution_url": "/competitions/equity-post-HCT-survival-predictions/writeups/uedakeishi-9th-place-solution"
}