{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/predicting-intubation-support-requirement-of","title":"Predicting intubation support requirement of patients using Chest X-ray with Deep Representation Learning","arxiv_id":"2011.01787","date":"2020-10-28","proceeding":null,"authors":["Aniket Maurya"],"abstract":"Recent developments in medical imaging with Deep Learning presents evidence of automated diagnosis and prognosis. It can also be a complement to currently available diagnosis methods. Deep Learning can be leveraged for diagnosis, severity prediction, intubation support prediction and many similar tasks. We present prediction of intubation support requirement for patients from the Chest X-ray using Deep representation learning. We release our source code publicly at https://github.com/aniketmaurya/covid-research.","url_abs":"https://arxiv.org/abs/2011.01787v1","url_pdf":"https://arxiv.org/pdf/2011.01787v1.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"predicting-intubation-support-requirement-of","repo_url":"https://github.com/aniketmaurya/covid-research","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":1,"framework":"pytorch","reach":null}],"tasks":[{"task_slug":"covid-19-detection","task_name":"COVID-19 Diagnosis"},{"task_slug":"deep-learning","task_name":"Deep Learning"},{"task_slug":"intubation-support-prediction","task_name":"Intubation Support Prediction"},{"task_slug":"prediction","task_name":"Prediction"},{"task_slug":"prognosis","task_name":"Prognosis"},{"task_slug":"representation-learning","task_name":"Representation Learning"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/intubation-support-prediction-on-covid-chest","task":"Intubation Support Prediction","dataset":"COVID chest X-ray","model":"intubation prediction","rank_in_archive_order":1,"of":1,"metrics":{"AUC-ROC":"0.84"},"uses_additional_data":false}],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}