{
"id": 249292,
"title": "Important Research Papers for Competition",
"url": "/competitions/siim-covid19-detection/discussion/249292",
"author_name": "Ishan Dutta",
"post_date": "2021-06-27T16:06:03.849000",
"votes": 10,
"comment_count": 0,
"views": 0,
"content": "\n- Common pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scans
\n- New machine learning method for image-based diagnosis of COVID-19
\n- Machine learning for COVID-19 detection and prognostication using chest radiographs and CT scans: a\nsystematic methodological review
\n- Machine Learning Analysis of Chest CT Scan Images as a\nComplementary Digital Test of Coronavirus (COVID-19) Patients
\n- Machine learning applied on chest x-ray can aid in the diagnosis of COVID-19: a first experience from Lombardy, Italy
\n- A machine learning-based framework for diagnosis of COVID-19 from chest X-ray images
\n- Machine learning-based prognostic modeling using clinical data and quantitative radiomic features from chest CT images in COVID-19 patients
\n- Natural Language Processing and Machine Learning for\nDetection of Respiratory Illness by Chest CT Imaging and\nTracking of COVID-19 Pandemic in the United States
\n- Machine learning automatically detects COVID-19 using chest CTs in a large multicenter cohort.
\n- COVID-Classifier: An automated machine learning model to assist in the diagnosis of COVID-19 infection in chest x-ray images
\n
",
"messages": [
{
"id": 1367352,
"postDate": "2021-06-27T16:06:03.850Z",
"content": "\n- Common pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scans
\n- New machine learning method for image-based diagnosis of COVID-19
\n- Machine learning for COVID-19 detection and prognostication using chest radiographs and CT scans: a\nsystematic methodological review
\n- Machine Learning Analysis of Chest CT Scan Images as a\nComplementary Digital Test of Coronavirus (COVID-19) Patients
\n- Machine learning applied on chest x-ray can aid in the diagnosis of COVID-19: a first experience from Lombardy, Italy
\n- A machine learning-based framework for diagnosis of COVID-19 from chest X-ray images
\n- Machine learning-based prognostic modeling using clinical data and quantitative radiomic features from chest CT images in COVID-19 patients
\n- Natural Language Processing and Machine Learning for\nDetection of Respiratory Illness by Chest CT Imaging and\nTracking of COVID-19 Pandemic in the United States
\n- Machine learning automatically detects COVID-19 using chest CTs in a large multicenter cohort.
\n- COVID-Classifier: An automated machine learning model to assist in the diagnosis of COVID-19 infection in chest x-ray images
\n
",
"rawMarkdown": "1. [Common pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scans](https://www.nature.com/articles/s42256-021-00307-0)\n2. [New machine learning method for image-based diagnosis of COVID-19](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0235187)\n3. [Machine learning for COVID-19 detection and prognostication using chest radiographs and CT scans: a\nsystematic methodological review](https://www.researchgate.net/profile/Derek-Driggs/publication/343689629_Machine_learning_for_COVID-19_detection_and_prognostication_using_chest_radiographs_and_CT_scans_a_systematic_methodological_review/links/5f731aa4a6fdcc008644fc04/Machine-learning-for-COVID-19-detection-and-prognostication-using-chest-radiographs-and-CT-scans-a-systematic-methodological-review.pdf)\n4. [Machine Learning Analysis of Chest CT Scan Images as a\nComplementary Digital Test of Coronavirus (COVID-19) Patients](https://www.medrxiv.org/content/medrxiv/early/2020/04/17/2020.04.13.20063479.full.pdf)\n5. [Machine learning applied on chest x-ray can aid in the diagnosis of COVID-19: a first experience from Lombardy, Italy](https://eurradiolexp.springeropen.com/articles/10.1186/s41747-020-00203-z)\n6. [A machine learning-based framework for diagnosis of COVID-19 from chest X-ray images](https://link.springer.com/article/10.1007/s12539-020-00403-6)\n7. [Machine learning-based prognostic modeling using clinical data and quantitative radiomic features from chest CT images in COVID-19 patients](https://www.sciencedirect.com/science/article/pii/S0010482521000986)\n8. [Natural Language Processing and Machine Learning for\nDetection of Respiratory Illness by Chest CT Imaging and\nTracking of COVID-19 Pandemic in the United States](https://pubs.rsna.org/doi/pdf/10.1148/ryct.2021200596)\n9. [Machine learning automatically detects COVID-19 using chest CTs in a large multicenter cohort.](https://europepmc.org/articles/pmc8088310/bin/330_2021_7937_moesm1_esm.docx)\n10. [COVID-Classifier: An automated machine learning model to assist in the diagnosis of COVID-19 infection in chest x-ray images](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7273278/)",
"votes": 10
}
],
"comments": [],
"raw_markdown_by_id": {
"1367352": "1. [Common pitfalls and recommendations for using machine learning to detect and prognosticate for COVID-19 using chest radiographs and CT scans](https://www.nature.com/articles/s42256-021-00307-0)\n2. [New machine learning method for image-based diagnosis of COVID-19](https://journals.plos.org/plosone/article?id=10.1371/journal.pone.0235187)\n3. [Machine learning for COVID-19 detection and prognostication using chest radiographs and CT scans: a\nsystematic methodological review](https://www.researchgate.net/profile/Derek-Driggs/publication/343689629_Machine_learning_for_COVID-19_detection_and_prognostication_using_chest_radiographs_and_CT_scans_a_systematic_methodological_review/links/5f731aa4a6fdcc008644fc04/Machine-learning-for-COVID-19-detection-and-prognostication-using-chest-radiographs-and-CT-scans-a-systematic-methodological-review.pdf)\n4. [Machine Learning Analysis of Chest CT Scan Images as a\nComplementary Digital Test of Coronavirus (COVID-19) Patients](https://www.medrxiv.org/content/medrxiv/early/2020/04/17/2020.04.13.20063479.full.pdf)\n5. [Machine learning applied on chest x-ray can aid in the diagnosis of COVID-19: a first experience from Lombardy, Italy](https://eurradiolexp.springeropen.com/articles/10.1186/s41747-020-00203-z)\n6. [A machine learning-based framework for diagnosis of COVID-19 from chest X-ray images](https://link.springer.com/article/10.1007/s12539-020-00403-6)\n7. [Machine learning-based prognostic modeling using clinical data and quantitative radiomic features from chest CT images in COVID-19 patients](https://www.sciencedirect.com/science/article/pii/S0010482521000986)\n8. [Natural Language Processing and Machine Learning for\nDetection of Respiratory Illness by Chest CT Imaging and\nTracking of COVID-19 Pandemic in the United States](https://pubs.rsna.org/doi/pdf/10.1148/ryct.2021200596)\n9. [Machine learning automatically detects COVID-19 using chest CTs in a large multicenter cohort.](https://europepmc.org/articles/pmc8088310/bin/330_2021_7937_moesm1_esm.docx)\n10. [COVID-Classifier: An automated machine learning model to assist in the diagnosis of COVID-19 infection in chest x-ray images](https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7273278/)"
}
}