{
  "id": 12612,
  "title": "Outliers and expert ratings",
  "url": "/competitions/diabetic-retinopathy-detection/discussion/12612",
  "author_name": "",
  "post_date": "2015-02-25T23:12:16.747Z",
  "votes": 5,
  "comment_count": 6,
  "views": 3067,
  "content": "<p>Are the human&nbsp;ratings&nbsp;based on a human rating the <em>image</em>, or a human rating the <em>patient</em>? (for example during an exam where a doctor&nbsp;can look around, and also takes&nbsp;a picture along the way)</p>\n<p>Could you provide some cross-validation data from multiple human expert ratings of the images only?</p>\n<p>I mention this because of of some images in the training set like:&nbsp;679_right,&nbsp;21345_left. &nbsp;These are both rated&nbsp;as... 2, apparently.</p>",
  "messages": [
    {
      "id": "64895",
      "postDate": "02/25/2015 23:12:16",
      "content": "<p>Are the human&nbsp;ratings&nbsp;based on a human rating the <em>image</em>, or a human rating the <em>patient</em>? (for example during an exam where a doctor&nbsp;can look around, and also takes&nbsp;a picture along the way)</p>\n<p>Could you provide some cross-validation data from multiple human expert ratings of the images only?</p>\n<p>I mention this because of of some images in the training set like:&nbsp;679_right,&nbsp;21345_left. &nbsp;These are both rated&nbsp;as... 2, apparently.</p>",
      "rawMarkdown": "",
      "votes": null
    },
    {
      "id": "64896",
      "postDate": "02/25/2015 23:40:59",
      "content": "<p>In some cases the raters had&nbsp;access to multiple fields&nbsp;of the same eye&nbsp;(i.e. they&nbsp;will take&nbsp;two images of the eye if one does not come out right). Since the dataset&nbsp;only includes one field per eye, there are a few (but not many) images&nbsp;like this.</p>",
      "rawMarkdown": "",
      "votes": null
    },
    {
      "id": "64900",
      "postDate": "02/26/2015 01:10:43",
      "content": "<p>Ah, okay, good to know, it's not magic :)</p>",
      "rawMarkdown": "",
      "votes": null
    },
    {
      "id": "66905",
      "postDate": "03/18/2015 04:35:25",
      "content": "<p>I have a follow-up question...</p>\n<p>Did the doctor have other information while rating the patient? i.e. The doctor knew the patient has diabetes and/or some other factors that would influence the patient's&nbsp;retina health.&nbsp;</p>\n<p>Or is it that the expert looked <strong>only</strong> at the picture(s) of the patient and made the judgement?</p>",
      "rawMarkdown": "",
      "votes": null
    },
    {
      "id": "67502",
      "postDate": "03/21/2015 05:46:05",
      "content": "<p>William - a few more questions about this: &nbsp;</p>\n<p>Do you have any human vs human cross-validation results? &nbsp;(and can you share them? or at least a qualitative description: something like &quot;the ratings look pretty reliable&quot; :)</p>\n<p>Are the ratings by a single expert each, or the consensus of a panel? &nbsp;(or perhaps a single expert who could get a second opinion if in doubt)</p>\n<p>How many different raters were there?</p>\n<p>Best regards,</p>\n<p>Alex</p>\n\n<p>[quote=William Cukierski;64896]</p>\n<p>In some cases the raters had&nbsp;access to multiple fields&nbsp;of the same eye&nbsp;(i.e. they&nbsp;will take&nbsp;two images of the eye if one does not come out right). Since the dataset&nbsp;only includes one field per eye, there are a few (but not many) images&nbsp;like this.</p>\n<p>[/quote]</p>",
      "rawMarkdown": "",
      "votes": null
    },
    {
      "id": "67533",
      "postDate": "03/21/2015 16:23:08",
      "content": "<p>There was some discussion of that in&nbsp;<a href=\"http://www.kaggle.com/c/diabetic-retinopathy-detection/forums/t/12639/similar-images-rated-differently/65153#post65153\">this thread</a>.</p>",
      "rawMarkdown": "",
      "votes": null
    },
    {
      "id": "67955",
      "postDate": "03/24/2015 12:44:19",
      "content": "<p>Following up on the expert ratings, could the organizers provide any details about the grading protocols / guidelines followed by the experts while performing the grading?</p>",
      "rawMarkdown": "",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 64896,
      "author_name": "wcukierski",
      "author_url": "",
      "post_date": "02/25/2015 23:40:59",
      "content": "<p>In some cases the raters had&nbsp;access to multiple fields&nbsp;of the same eye&nbsp;(i.e. they&nbsp;will take&nbsp;two images of the eye if one does not come out right). Since the dataset&nbsp;only includes one field per eye, there are a few (but not many) images&nbsp;like this.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 64900,
      "author_name": "aizvorski",
      "author_url": "",
      "post_date": "02/26/2015 01:10:43",
      "content": "<p>Ah, okay, good to know, it's not magic :)</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 66905,
      "author_name": "desmondiwang",
      "author_url": "",
      "post_date": "03/18/2015 04:35:25",
      "content": "<p>I have a follow-up question...</p>\n<p>Did the doctor have other information while rating the patient? i.e. The doctor knew the patient has diabetes and/or some other factors that would influence the patient's&nbsp;retina health.&nbsp;</p>\n<p>Or is it that the expert looked <strong>only</strong> at the picture(s) of the patient and made the judgement?</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 67502,
      "author_name": "aizvorski",
      "author_url": "",
      "post_date": "03/21/2015 05:46:05",
      "content": "<p>William - a few more questions about this: &nbsp;</p>\n<p>Do you have any human vs human cross-validation results? &nbsp;(and can you share them? or at least a qualitative description: something like &quot;the ratings look pretty reliable&quot; :)</p>\n<p>Are the ratings by a single expert each, or the consensus of a panel? &nbsp;(or perhaps a single expert who could get a second opinion if in doubt)</p>\n<p>How many different raters were there?</p>\n<p>Best regards,</p>\n<p>Alex</p>\n\n<p>[quote=William Cukierski;64896]</p>\n<p>In some cases the raters had&nbsp;access to multiple fields&nbsp;of the same eye&nbsp;(i.e. they&nbsp;will take&nbsp;two images of the eye if one does not come out right). Since the dataset&nbsp;only includes one field per eye, there are a few (but not many) images&nbsp;like this.</p>\n<p>[/quote]</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 67533,
      "author_name": "alexcoventry",
      "author_url": "",
      "post_date": "03/21/2015 16:23:08",
      "content": "<p>There was some discussion of that in&nbsp;<a href=\"http://www.kaggle.com/c/diabetic-retinopathy-detection/forums/t/12639/similar-images-rated-differently/65153#post65153\">this thread</a>.</p>",
      "votes": null,
      "replies": []
    },
    {
      "id": 67955,
      "author_name": "markvangrinsven",
      "author_url": "",
      "post_date": "03/24/2015 12:44:19",
      "content": "<p>Following up on the expert ratings, could the organizers provide any details about the grading protocols / guidelines followed by the experts while performing the grading?</p>",
      "votes": null,
      "replies": []
    }
  ],
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