{
  "id": 249293,
  "title": "Amazing List of Blogs and Articles helpful for Competition",
  "url": "/competitions/siim-covid19-detection/discussion/249293",
  "author_name": "",
  "post_date": "2021-06-27T16:12:55.626803700Z",
  "votes": 3,
  "comment_count": 4,
  "views": 0,
  "content": "<ol>\n<li><a href=\"https://www.frontiersin.org/articles/10.3389/fcvm.2021.638011/full\" target=\"_blank\">Application of Machine Learning in Diagnosis of COVID-19 Through X-Ray and CT Images: A Scoping Review</a></li>\n<li><a href=\"https://www.sciencedirect.com/science/article/pii/S1746809420304717\" target=\"_blank\">Application of deep learning techniques for detection of COVID-19 cases using chest X-ray images: A comprehensive study</a></li>\n<li><a href=\"https://www.nature.com/articles/s41598-020-76550-z\" target=\"_blank\">COVID-Net: a tailored deep convolutional neural network design for detection of COVID-19 cases from chest X-ray images</a></li>\n<li><a href=\"https://www.pyimagesearch.com/2020/03/16/detecting-covid-19-in-x-ray-images-with-keras-tensorflow-and-deep-learning/\" target=\"_blank\">Detecting COVID-19 in X-ray images with Keras, TensorFlow, and Deep Learning</a></li>\n<li><a href=\"https://healthitanalytics.com/news/machine-learning-tool-accurately-detects-covid-19-on-x-rays\" target=\"_blank\">Machine Learning Tool Accurately Detects COVID-19 on X-Rays</a></li>\n<li><a href=\"https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0242535\" target=\"_blank\">An efficient mixture of deep and machine learning models for COVID-19 diagnosis in chest X-ray images</a></li>\n<li><a href=\"https://physicsworld.com/a/machine-learning-models-that-detect-covid-19-on-chest-x-rays-are-not-suitable-for-clinical-use/\" target=\"_blank\">Machine learning models that detect COVID-19 on chest X-rays are not suitable for clinical use</a></li>\n<li><a href=\"https://www.diagnosticimaging.com/view/ai-fueled-chest-x-ray-can-provide-near-perfect-covid-19-identification\" target=\"_blank\">AI-Fueled Chest X-ray Can Provide Near-Perfect COVID-19 Identification</a></li>\n<li><a href=\"https://www.tandfonline.com/doi/abs/10.1080/09720502.2020.1833460\" target=\"_blank\">Deep learning based prediction of COVID-19 virus using chest X-Ray</a></li>\n<li><a href=\"https://journals.sagepub.com/doi/full/10.1177/2472630320958376\" target=\"_blank\">Detection of COVID-19 from Chest X-Ray Images Using Convolutional Neural Networks</a></li>\n</ol>",
  "messages": [
    {
      "id": "1367356",
      "postDate": "06/27/2021 16:12:55",
      "content": "<ol>\n<li><a href=\"https://www.frontiersin.org/articles/10.3389/fcvm.2021.638011/full\" target=\"_blank\">Application of Machine Learning in Diagnosis of COVID-19 Through X-Ray and CT Images: A Scoping Review</a></li>\n<li><a href=\"https://www.sciencedirect.com/science/article/pii/S1746809420304717\" target=\"_blank\">Application of deep learning techniques for detection of COVID-19 cases using chest X-ray images: A comprehensive study</a></li>\n<li><a href=\"https://www.nature.com/articles/s41598-020-76550-z\" target=\"_blank\">COVID-Net: a tailored deep convolutional neural network design for detection of COVID-19 cases from chest X-ray images</a></li>\n<li><a href=\"https://www.pyimagesearch.com/2020/03/16/detecting-covid-19-in-x-ray-images-with-keras-tensorflow-and-deep-learning/\" target=\"_blank\">Detecting COVID-19 in X-ray images with Keras, TensorFlow, and Deep Learning</a></li>\n<li><a href=\"https://healthitanalytics.com/news/machine-learning-tool-accurately-detects-covid-19-on-x-rays\" target=\"_blank\">Machine Learning Tool Accurately Detects COVID-19 on X-Rays</a></li>\n<li><a href=\"https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0242535\" target=\"_blank\">An efficient mixture of deep and machine learning models for COVID-19 diagnosis in chest X-ray images</a></li>\n<li><a href=\"https://physicsworld.com/a/machine-learning-models-that-detect-covid-19-on-chest-x-rays-are-not-suitable-for-clinical-use/\" target=\"_blank\">Machine learning models that detect COVID-19 on chest X-rays are not suitable for clinical use</a></li>\n<li><a href=\"https://www.diagnosticimaging.com/view/ai-fueled-chest-x-ray-can-provide-near-perfect-covid-19-identification\" target=\"_blank\">AI-Fueled Chest X-ray Can Provide Near-Perfect COVID-19 Identification</a></li>\n<li><a href=\"https://www.tandfonline.com/doi/abs/10.1080/09720502.2020.1833460\" target=\"_blank\">Deep learning based prediction of COVID-19 virus using chest X-Ray</a></li>\n<li><a href=\"https://journals.sagepub.com/doi/full/10.1177/2472630320958376\" target=\"_blank\">Detection of COVID-19 from Chest X-Ray Images Using Convolutional Neural Networks</a></li>\n</ol>",
      "rawMarkdown": "1. [Application of Machine Learning in Diagnosis of COVID-19 Through X-Ray and CT Images: A Scoping Review](https://www.frontiersin.org/articles/10.3389/fcvm.2021.638011/full)\n2. [Application of deep learning techniques for detection of COVID-19 cases using chest X-ray images: A comprehensive study](https://www.sciencedirect.com/science/article/pii/S1746809420304717)\n3. [COVID-Net: a tailored deep convolutional neural network design for detection of COVID-19 cases from chest X-ray images](https://www.nature.com/articles/s41598-020-76550-z)\n4. [Detecting COVID-19 in X-ray images with Keras, TensorFlow, and Deep Learning](https://www.pyimagesearch.com/2020/03/16/detecting-covid-19-in-x-ray-images-with-keras-tensorflow-and-deep-learning/)\n5. [Machine Learning Tool Accurately Detects COVID-19 on X-Rays](https://healthitanalytics.com/news/machine-learning-tool-accurately-detects-covid-19-on-x-rays)\n6. [An efficient mixture of deep and machine learning models for COVID-19 diagnosis in chest X-ray images](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0242535)\n7. [Machine learning models that detect COVID-19 on chest X-rays are not suitable for clinical use](https://physicsworld.com/a/machine-learning-models-that-detect-covid-19-on-chest-x-rays-are-not-suitable-for-clinical-use/)\n8. [AI-Fueled Chest X-ray Can Provide Near-Perfect COVID-19 Identification](https://www.diagnosticimaging.com/view/ai-fueled-chest-x-ray-can-provide-near-perfect-covid-19-identification)\n9. [Deep learning based prediction of COVID-19 virus using chest X-Ray](https://www.tandfonline.com/doi/abs/10.1080/09720502.2020.1833460)\n10. [Detection of COVID-19 from Chest X-Ray Images Using Convolutional Neural Networks](https://journals.sagepub.com/doi/full/10.1177/2472630320958376)",
      "votes": null
    },
    {
      "id": "1370106",
      "postDate": "06/29/2021 23:23:56",
      "content": "<p>Thanks <a href=\"https://www.kaggle.com/ishandutta\" target=\"_blank\">@ishandutta</a> .. some interesting reading here.</p>",
      "rawMarkdown": "Thanks @ishandutta .. some interesting reading here.",
      "votes": null
    },
    {
      "id": "1370258",
      "postDate": "06/30/2021 03:54:43",
      "content": "<p>You are welcome <a href=\"https://www.kaggle.com/davidbroberts\" target=\"_blank\">@davidbroberts</a> </p>",
      "rawMarkdown": "You are welcome @davidbroberts",
      "votes": null
    },
    {
      "id": "1370875",
      "postDate": "06/30/2021 13:04:32",
      "content": "<p><a href=\"https://www.kaggle.com/ishandutta\" target=\"_blank\">@ishandutta</a>, Wonderful articulated!</p>",
      "rawMarkdown": "ishandutta, Wonderful articulated!",
      "votes": null
    },
    {
      "id": "1370882",
      "postDate": "06/30/2021 13:10:20",
      "content": "<p>Thank you <a href=\"https://www.kaggle.com/vishnudevalla2404\" target=\"_blank\">@vishnudevalla2404</a> </p>",
      "rawMarkdown": "Thank you @vishnudevalla2404",
      "votes": null
    }
  ],
  "comments": [
    {
      "id": 1370106,
      "author_name": "davidbroberts",
      "author_url": "",
      "post_date": "06/29/2021 23:23:56",
      "content": "<p>Thanks <a href=\"https://www.kaggle.com/ishandutta\" target=\"_blank\">@ishandutta</a> .. some interesting reading here.</p>",
      "votes": null,
      "replies": [
        {
          "id": 1370258,
          "author_name": "ishandutta",
          "author_url": "",
          "post_date": "06/30/2021 03:54:43",
          "content": "<p>You are welcome <a href=\"https://www.kaggle.com/davidbroberts\" target=\"_blank\">@davidbroberts</a> </p>",
          "votes": null,
          "replies": []
        }
      ]
    },
    {
      "id": 1370875,
      "author_name": "vishnudevalla2404",
      "author_url": "",
      "post_date": "06/30/2021 13:04:32",
      "content": "<p><a href=\"https://www.kaggle.com/ishandutta\" target=\"_blank\">@ishandutta</a>, Wonderful articulated!</p>",
      "votes": null,
      "replies": [
        {
          "id": 1370882,
          "author_name": "ishandutta",
          "author_url": "",
          "post_date": "06/30/2021 13:10:20",
          "content": "<p>Thank you <a href=\"https://www.kaggle.com/vishnudevalla2404\" target=\"_blank\">@vishnudevalla2404</a> </p>",
          "votes": null,
          "replies": []
        }
      ]
    }
  ],
  "raw_markdown_by_id": {
    "1367356": "1. [Application of Machine Learning in Diagnosis of COVID-19 Through X-Ray and CT Images: A Scoping Review](https://www.frontiersin.org/articles/10.3389/fcvm.2021.638011/full)\n2. [Application of deep learning techniques for detection of COVID-19 cases using chest X-ray images: A comprehensive study](https://www.sciencedirect.com/science/article/pii/S1746809420304717)\n3. [COVID-Net: a tailored deep convolutional neural network design for detection of COVID-19 cases from chest X-ray images](https://www.nature.com/articles/s41598-020-76550-z)\n4. [Detecting COVID-19 in X-ray images with Keras, TensorFlow, and Deep Learning](https://www.pyimagesearch.com/2020/03/16/detecting-covid-19-in-x-ray-images-with-keras-tensorflow-and-deep-learning/)\n5. [Machine Learning Tool Accurately Detects COVID-19 on X-Rays](https://healthitanalytics.com/news/machine-learning-tool-accurately-detects-covid-19-on-x-rays)\n6. [An efficient mixture of deep and machine learning models for COVID-19 diagnosis in chest X-ray images](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0242535)\n7. [Machine learning models that detect COVID-19 on chest X-rays are not suitable for clinical use](https://physicsworld.com/a/machine-learning-models-that-detect-covid-19-on-chest-x-rays-are-not-suitable-for-clinical-use/)\n8. [AI-Fueled Chest X-ray Can Provide Near-Perfect COVID-19 Identification](https://www.diagnosticimaging.com/view/ai-fueled-chest-x-ray-can-provide-near-perfect-covid-19-identification)\n9. [Deep learning based prediction of COVID-19 virus using chest X-Ray](https://www.tandfonline.com/doi/abs/10.1080/09720502.2020.1833460)\n10. [Detection of COVID-19 from Chest X-Ray Images Using Convolutional Neural Networks](https://journals.sagepub.com/doi/full/10.1177/2472630320958376)",
    "1370106": "Thanks @ishandutta .. some interesting reading here.",
    "1370258": "You are welcome @davidbroberts",
    "1370875": "ishandutta, Wonderful articulated!",
    "1370882": "Thank you @vishnudevalla2404"
  },
  "source": "meta"
}