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Construction of a Machine Learning Dataset through Collaboration: The RSNA 2019 Brain CT Hemorrhage Challenge.
Flanders AE, Prevedello LM, Shih G, Halabi SS, Kalpathy-Cramer J, Ball R, Mongan JT, Stein A, Kitamura FC, Lungren MP, Choudhary G, Cala L, Coelho L, Mogensen M, Morón F, Miller E, Ikuta I, Zohrabian V, McDonnell O, Lincoln C, Shah L, Joyner D, Agarwal A, Lee RK, Nath J; RSNA-ASNR 2019 Brain Hemorrhage CT Annotators. Flanders AE, et al. Among authors: stein a. Radiol Artif Intell. 2020 Apr 29;2(3):e190211. doi: 10.1148/ryai.2020190211. eCollection 2020 May. Radiol Artif Intell. 2020. PMID: 33937827 Free PMC article.
The RSNA Pulmonary Embolism CT Dataset.
Colak E, Kitamura FC, Hobbs SB, Wu CC, Lungren MP, Prevedello LM, Kalpathy-Cramer J, Ball RL, Shih G, Stein A, Halabi SS, Altinmakas E, Law M, Kumar P, Manzalawi KA, Nelson Rubio DC, Sechrist JW, Germaine P, Lopez EC, Amerio T, Gupta P, Jain M, Kay FU, Lin CT, Sen S, Revels JW, Brussaard CC, Mongan J; RSNA-STR Annotators and Dataset Curation Contributors. Colak E, et al. Among authors: stein a. Radiol Artif Intell. 2021 Jan 20;3(2):e200254. doi: 10.1148/ryai.2021200254. eCollection 2021 Mar. Radiol Artif Intell. 2021. PMID: 33937862 Free PMC article.
Augmenting the National Institutes of Health Chest Radiograph Dataset with Expert Annotations of Possible Pneumonia.
Shih G, Wu CC, Halabi SS, Kohli MD, Prevedello LM, Cook TS, Sharma A, Amorosa JK, Arteaga V, Galperin-Aizenberg M, Gill RR, Godoy MCB, Hobbs S, Jeudy J, Laroia A, Shah PN, Vummidi D, Yaddanapudi K, Stein A. Shih G, et al. Among authors: stein a. Radiol Artif Intell. 2019 Jan 30;1(1):e180041. doi: 10.1148/ryai.2019180041. eCollection 2019 Jan. Radiol Artif Intell. 2019. PMID: 33937785 Free PMC article.
Erratum: Construction of a Machine Learning Dataset through Collaboration: The RSNA 2019 Brain CT Hemorrhage Challenge.
Flanders AE, Prevedello LM, Shih G, Halabi SS, Kalpathy-Cramer J, Ball R, Mongan JT, Stein A, Kitamura FC, Lungren MP, Choudhary G, Cala L, Coelho L, Mogensen M, Morón F, Miller E, Ikuta I, Zohrabian V, McDonnell O, Lincoln C, Shah L, Joyner D, Agarwal A, Lee RK, Nath J; RSNA-ASNR 2019 Brain Hemorrhage CT Annotators. Flanders AE, et al. Among authors: stein a. Radiol Artif Intell. 2020 Jul 29;2(4):e209002. doi: 10.1148/ryai.2020209002. eCollection 2020 Jul. Radiol Artif Intell. 2020. PMID: 33939782 Free PMC article.
The RSNA International COVID-19 Open Radiology Database (RICORD).
Tsai EB, Simpson S, Lungren MP, Hershman M, Roshkovan L, Colak E, Erickson BJ, Shih G, Stein A, Kalpathy-Cramer J, Shen J, Hafez M, John S, Rajiah P, Pogatchnik BP, Mongan J, Altinmakas E, Ranschaert ER, Kitamura FC, Topff L, Moy L, Kanne JP, Wu CC. Tsai EB, et al. Among authors: stein a. Radiology. 2021 Apr;299(1):E204-E213. doi: 10.1148/radiol.2021203957. Epub 2021 Jan 5. Radiology. 2021. PMID: 33399506 Free PMC article.
Crowdsourcing pneumothorax annotations using machine learning annotations on the NIH chest X-ray dataset.
Filice RW, Stein A, Wu CC, Arteaga VA, Borstelmann S, Gaddikeri R, Galperin-Aizenberg M, Gill RR, Godoy MC, Hobbs SB, Jeudy J, Lakhani PC, Laroia A, Nayak SM, Parekh MR, Prasanna P, Shah P, Vummidi D, Yaddanapudi K, Shih G. Filice RW, et al. Among authors: stein a. J Digit Imaging. 2020 Apr;33(2):490-496. doi: 10.1007/s10278-019-00299-9. J Digit Imaging. 2020. PMID: 31768897 Free PMC article.
CLiP, catheter and line position dataset.
Tang JSN, Seah JCY, Zia A, Gajera J, Schlegel RN, Wong AJN, Gai D, Su S, Bose T, Kok ML, Jarema A, Harisis GN, Cheng CT, Kavnoudias H, Wang W, Stein A, Shih G, Gaillard F, Dixon A, Law M. Tang JSN, et al. Among authors: stein a. Sci Data. 2021 Oct 28;8(1):285. doi: 10.1038/s41597-021-01066-8. Sci Data. 2021. PMID: 34711836 Free PMC article.
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