Automated NLP Extraction of Clinical Rationale for Treatment Discontinuation in Breast Cancer.
作者： Matthew S Alkaitis , Monica N Agrawal , Gregory J Riely , Pedram Razavi , David Sontag
DOI: 10.1200/CCI.20.00139
关键词:
摘要: PURPOSEKey oncology end points are not routinely encoded into electronic medical records (EMRs). We assessed whether natural language processing (NLP) can abstract treatment discontinuation rationa...
sci-hub.st 参考文章(52)
Po-Ru Loh, George Tucker, Brendan K Bulik-Sullivan, Bjarni J Vilhjalmsson, Hilary K Finucane, Rany M Salem, Daniel I Chasman, Paul M Ridker, Benjamin M Neale, Bonnie Berger, Nick Patterson, Alkes L Price, None, Efficient Bayesian mixed-model analysis increases association power in large cohorts Nature Genetics. ,vol. 47, pp. 284- 290 ,(2015) , 10.1038/NG.3190
Ricky K. Taira, Stephen G. Soderland, Rex M. Jakobovits, Automatic Structuring of Radiology Free-Text Reports Radiographics. ,vol. 21, pp. 237- 245 ,(2001) , 10.1148/RADIOGRAPHICS.21.1.G01JA18237
E.A. Eisenhauer, P. Therasse, J. Bogaerts, L.H. Schwartz, D. Sargent, R. Ford, J. Dancey, S. Arbuck, S. Gwyther, M. Mooney, L. Rubinstein, L. Shankar, L. Dodd, R. Kaplan, D. Lacombe, J. Verweij, New response evaluation criteria in solid tumours: Revised RECIST guideline (version 1.1) European Journal of Cancer. ,vol. 45, pp. 228- 247 ,(2009) , 10.1016/J.EJCA.2008.10.026
Lionel T. E. Cheng, Jiaping Zheng, Guergana K. Savova, Bradley J. Erickson, Discerning tumor status from unstructured MRI reports--completeness of information in existing reports and utility of automated natural language processing. Journal of Digital Imaging. ,vol. 23, pp. 119- 132 ,(2010) , 10.1007/S10278-009-9215-7
Abeed Sarker, Graciela Gonzalez, Portable automatic text classification for adverse drug reaction detection via multi-corpus training Journal of Biomedical Informatics. ,vol. 53, pp. 196- 207 ,(2015) , 10.1016/J.JBI.2014.11.002
L. W. D'Avolio, T. M. Nguyen, W. R. Farwell, Y. Chen, F. Fitzmeyer, O. M. Harris, L. D. Fiore, Evaluation of a generalizable approach to clinical information retrieval using the automated retrieval console (ARC) Journal of the American Medical Informatics Association. ,vol. 17, pp. 375- 382 ,(2010) , 10.1136/JAMIA.2009.001412
David S. Carrell, Scott Halgrim, Diem-Thy Tran, Diana S. M. Buist, Jessica Chubak, Wendy W. Chapman, Guergana Savova, Using Natural Language Processing to Improve Efficiency of Manual Chart Abstraction in Research: The Case of Breast Cancer Recurrence American Journal of Epidemiology. ,vol. 179, pp. 749- 758 ,(2014) , 10.1093/AJE/KWT441
Merlijn Sevenster, Jeffrey Bozeman, Andrea Cowhy, William Trost, A natural language processing pipeline for pairing measurements uniquely across free-text CT reports Journal of Biomedical Informatics. ,vol. 53, pp. 36- 48 ,(2015) , 10.1016/J.JBI.2014.08.015
Prakash M Nadkarni, Lucila Ohno-Machado, Wendy W Chapman, Natural language processing: an introduction. Journal of the American Medical Informatics Association. ,vol. 18, pp. 544- 551 ,(2011) , 10.1136/AMIAJNL-2011-000464
Jie-Zhi Cheng, Dong Ni, Yi-Hong Chou, Jing Qin, Chui-Mei Tiu, Yeun-Chung Chang, Chiun-Sheng Huang, Dinggang Shen, Chung-Ming Chen, Computer-Aided Diagnosis with Deep Learning Architecture: Applications to Breast Lesions in US Images and Pulmonary Nodules in CT Scans Scientific Reports. ,vol. 6, pp. 24454- 24454 ,(2016) , 10.1038/SREP24454