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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. 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: ball rl. 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.
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. 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 Cervical Spine Fracture CT Dataset.
Lin HM, Colak E, Richards T, Kitamura FC, Prevedello LM, Talbott J, Ball RL, Gumeler E, Yeom KW, Hamghalam M, Simpson AL, Strika J, Bulja D, Angkurawaranon S, Pérez-Lara A, Gómez-Alonso MI, Ortiz Jiménez J, Peoples JJ, Law M, Dogan H, Altinmakas E, Youssef A, Mahfouz Y, Kalpathy-Cramer J, Flanders AE; RSNA-ASSR-ASNR Annotators and the Dataset Curation Contributors. Lin HM, et al. Among authors: ball rl. Radiol Artif Intell. 2023 Aug 30;5(5):e230034. doi: 10.1148/ryai.230034. eCollection 2023 Sep. Radiol Artif Intell. 2023. PMID: 37795143 Free PMC article.
Lessons Learned in Building Expertly Annotated Multi-Institution Datasets and Hosting the RSNA AI Challenges.
Kitamura FC, Prevedello LM, Colak E, Halabi SS, Lungren MP, Ball RL, Kalpathy-Cramer J, Kahn CE Jr, Richards T, Talbott JF, Shih G, Lin HM, Andriole KP, Vazirabad M, Erickson BJ, Flanders AE, Mongan J. Kitamura FC, et al. Among authors: ball rl. Radiol Artif Intell. 2024 May;6(3):e230227. doi: 10.1148/ryai.230227. Radiol Artif Intell. 2024. PMID: 38477659
Deep learning for chest radiograph diagnosis: A retrospective comparison of the CheXNeXt algorithm to practicing radiologists.
Rajpurkar P, Irvin J, Ball RL, Zhu K, Yang B, Mehta H, Duan T, Ding D, Bagul A, Langlotz CP, Patel BN, Yeom KW, Shpanskaya K, Blankenberg FG, Seekins J, Amrhein TJ, Mong DA, Halabi SS, Zucker EJ, Ng AY, Lungren MP. Rajpurkar P, et al. Among authors: ball rl. PLoS Med. 2018 Nov 20;15(11):e1002686. doi: 10.1371/journal.pmed.1002686. eCollection 2018 Nov. PLoS Med. 2018. PMID: 30457988 Free PMC article.
Deep-learning-assisted diagnosis for knee magnetic resonance imaging: Development and retrospective validation of MRNet.
Bien N, Rajpurkar P, Ball RL, Irvin J, Park A, Jones E, Bereket M, Patel BN, Yeom KW, Shpanskaya K, Halabi S, Zucker E, Fanton G, Amanatullah DF, Beaulieu CF, Riley GM, Stewart RJ, Blankenberg FG, Larson DB, Jones RH, Langlotz CP, Ng AY, Lungren MP. Bien N, et al. Among authors: ball rl. PLoS Med. 2018 Nov 27;15(11):e1002699. doi: 10.1371/journal.pmed.1002699. eCollection 2018 Nov. PLoS Med. 2018. PMID: 30481176 Free PMC article.
Impact of a deep learning assistant on the histopathologic classification of liver cancer.
Kiani A, Uyumazturk B, Rajpurkar P, Wang A, Gao R, Jones E, Yu Y, Langlotz CP, Ball RL, Montine TJ, Martin BA, Berry GJ, Ozawa MG, Hazard FK, Brown RA, Chen SB, Wood M, Allard LS, Ylagan L, Ng AY, Shen J. Kiani A, et al. Among authors: ball rl. NPJ Digit Med. 2020 Feb 26;3:23. doi: 10.1038/s41746-020-0232-8. eCollection 2020. NPJ Digit Med. 2020. PMID: 32140566 Free PMC article.
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