First, radiology reports follow a free‐text reporting format, which causes the loss of a large amount of information in unstructured text. Second, the extraction of important features from these reports is a huge bottleneck for machine learning models. These challenges are important, particularly ...
characteristics of CdS-NPs films were investigated using X-ray diffraction (XRD), FTIR analysis, UV–Vis absorption spectroscopy and scanning electron ... HA Hasan,NAH Al-Assady,Badran H.A.Ajeel K.I.Alfahed R.K. - 《Materials Research Bulletin An International Journal Reporting Research on ...
CXR, chest X-ray; TST, tuberculin skin testing; TB, tuberculosis; LTBI, latent TB infection; Micro, microbiological tests according to NTP guidelines; MTB, Mycobacterium tuberculosis Full size image The key difference from strategy 1 is that GX replaces CXR. Initial steps of symptoms screening ...
Effect of a comprehensive deep-learning model on the accuracy of chest x-ray interpretation by radiologists: a retrospective, multireader multicase study. Lancet Digit Health. 2021;3:e496–506. Article Google Scholar Selvaraju RR, Cogswell M, Das A, Vedantam R, Parikh D, Batra D. Grad-...
Standardized, automated labeling method, based on similarity to a previously validated five-label chest X-ray (CXR) detection explainable AI (xAI) model, using an xAI model-derived-atlas based approach. a Our quantitative model-derived atlas-based explainable AI system calculates a probability-of-...
Artificial intelligence can assist in interpreting chest X-ray radiography (CXR) data, but large datasets require efficient image annotation. The purpose of this study is to extract CXR labels from diagnostic reports based on natural language processing, train convolutional neural networks (CNNs), and...
Wang CH, Lin T, Chen G, Lee MR, Tay J, Wu CY, Wu MC, Roth HR, Yang D, Zhao C et al: Deep Learning-based Diagnosis and Localization of Pneumothorax on Portable Supine Chest X-ray in Intensive and Emergency Medicine: A Retrospective Study. Journal of medical systems 2023, 48(1):1...
Same-day routine chest-x ray after thoracic surgery is not necessary! Zentralbl Chir, 143 (1) (2018), pp. 96-101 View in ScopusGoogle Scholar E223 T. Nakada, T. Ohtsuka Thoracic drain management using a digital system J Thorac Dis, 15 (2) (2023), pp. 219-222 CrossrefView in Scopu...
chest X-ray set (MC) and the Shenzhen Hospital X-ray set (SH) are publicly available datasets focusing on classification of tuberculosis29,30. The MC dataset, courtesy of the National Library of Medicine, contains 138 posterior-anterior chest x-rays in DICOM format of which 58 contain ...
Further information on research design is available in theNature Portfolio Reporting Summarylinked to this article. Results Dataset and model training An overview of this study is shown in Fig.1. First, we used the NIH chest X-ray dataset to develop a DNN that estimates the patient’s age fr...