Identification of Prediabetes Discussions in Unstructured Clinical Documentation: Validation of a Natural Language Processing Algorithm.
Identification of Prediabetes Discussions in Unstructured Clinical Documentation: Validation of a Natural Language Processing Algorithm.
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DOI：
10.2196/29803
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发表时间：
2022-02-24
影响因子：
3.2
通讯作者：
Rouhizadeh M
中科院分区：
文献类型：
--
作者：
Schwartz JL;Tseng E;Maruthur NM;Rouhizadeh M
糖尿病前期影响三分之一的美国成年人。大多数人没有接受循证干预，因此了解提供者如何与患者讨论前驱糖尿病将有助于改善他们的护理。本研究旨在开发一种使用机器学习技术的自然语言处理（NLP）算法，以识别叙事文档中关于前驱糖尿病的讨论。我们开发并应用了一种关键词搜索策略，以识别前驱糖尿病患者临床文档中关于前驱糖尿病的讨论。我们手动审查了匹配的笔记，以确定哪些代表了实际的糖尿病前期讨论。我们应用了7种机器学习模型来对抗我们的手动注释。机器学习分类器能够以高达98%的准确率和召回率实现接近人类性能的分类结果，以识别临床文档中的前驱糖尿病讨论。我们证明了糖尿病前期的讨论可以使用NLP算法准确识别。这种方法可用于了解和识别初级保健中的前驱糖尿病管理实践，从而为干预措施提供信息，以改善指南一致性护理。
Prediabetes affects 1 in 3 US adults. Most are not receiving evidence-based interventions, so understanding how providers discuss prediabetes with patients will inform how to improve their care. This study aimed to develop a natural language processing (NLP) algorithm using machine learning techniques to identify discussions of prediabetes in narrative documentation. We developed and applied a keyword search strategy to identify discussions of prediabetes in clinical documentation for patients with prediabetes. We manually reviewed matching notes to determine which represented actual prediabetes discussions. We applied 7 machine learning models against our manual annotation. Machine learning classifiers were able to achieve classification results that were close to human performance with up to 98% precision and recall to identify prediabetes discussions in clinical documentation. We demonstrated that prediabetes discussions can be accurately identified using an NLP algorithm. This approach can be used to understand and identify prediabetes management practices in primary care, thereby informing interventions to improve guideline-concordant care.
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影响因子：
158.5
作者：
Knowler, WC;Barrett-Connor, E;Nathan, DM
通讯作者：
Nathan, DM
DOI：
10.1186/s13637-016-0049-6
发表时间：
2016-12
期刊：
EURASIP journal on bioinformatics & systems biology
影响因子：
--
作者：
Hu X;Reaven PD;Saremi A;Liu N;Abbasi MA;Liu H;Migrino RQ;ACT NOW Study Investigators
通讯作者：
ACT NOW Study Investigators
影响因子：
3.5
作者：
Dinh, An;Miertschin, Stacey;Mohanty, Somya D.
通讯作者：
Mohanty, Somya D.
DOI：
10.1093/jamia/ocz204
发表时间：
2020-03-01
影响因子：
6.4
作者：
De Silva, Kushan;Jonsson, Daniel;Demmer, Ryan T.
通讯作者：
Demmer, Ryan T.
影响因子：
168.9
作者：
Bray, G. A.;Chatellier, A.;Duncan, C.;Greenway, F. L.;Levy, E.;Ryan, D. H.;Polonsky, K. S.;Tobian, J.;Ehrmann, D.;Matulik, M. J.;Clark, B.;Czech, K.;DeSandre, C.;Hilbrich, R.;McNabb, W.;Semenske, A. R.;Goldstein, B. J.;Smith, K. A.;Wildman, W.;Pepe, C.;Goldberg, R. B.;Calles, J.;Ojito, J.;Castillo-Florez, S.;Florez, H. J.;Giannella, A.;Lara, O.;Veciana, B.;Haffner, S. M.;Montez, M. G.;Lorenzo, C.;Martinez, A.;Hamman, R. F.;Testaverde, L.;Bouffard, A.;Dabelea, D.;Jenkins, T.;Lenz, D.;Perreault, L.;Price, D. W.;Steinke, S. C.;Horton, E. S.;Poirier, C. S.;Swift, K.;Caballero, E.;Jackson, S. D.;Lambert, L.;Lawton, K. E.;Ledbury, S.;Kahn, S. E.;Montgomery, B. K.;Fujimoto, W.;Knopp, R. H.;Lipkin, E. W.;Marr, M.;Murillo, A.;Trence, D.;Kitabchi, A. E.;Murphy, M. E.;Applegate, W. B.;Bryer-Ash, M.;Dagogo-Jack, S.;Frieson, S. L.;Lambeth, H.;Lichtermann, L. C.;Otkaei, H.;Rutledge, L. M. K.;Sherman, A. R.;Smith, C. M.;Soberman, J. E.;Williams-Cleaves, B.;Metzger, B. E.;Molitch, M. E.;Johnson, M. K.;Giles, M. M.;Larsen, D.;Niznik, C.;Pen, S. C.;Schinleber, P. A.;Nathan, D. M.;McKitrick, C.;Turgeon, H.;Abbott, K.;Altshuler, D.;Anderson, E.;Bissett, L.;Cagliero, E.;D'Anna, K.;Delahanty, L.;Florez, J. C.;Goldman, V.;Poulos, A.;Tseng, B.;Barrett-Connor, E.;Carrion-Petersen, M. L.;Horne, J.;Leos, D.;Mudaliar, S.;Smith, J.;Vejvoda, K.;Pi-Sunyer, F. X.;Lee, J. E.;Foo, S. T.;Hagamen, S.;Marrero, D. G.;Kelly, S. M.;Ackermann, R. T.;Fineberg, E. S.;Hadden, A.;Jackson, M. A.;Kirkman, M. S.;Mather, K. J.;Roach, P. J.;Wheeler, M. L.;Ratner, R. E.;Aroda, V.;Shapiro, S.;Bavido-Arrage, C.;Gibbs, P.;Uwaifo, Gl;Wiggins, R.;Saad, M. F.;Watson, K.;Botrous, M.;Jinagouda, S.;Budget, M.;Conzues, C.;Magpuri, P.;Ngo, K.;Xapthalamous, K.;White, N. H.;Das, S.;Santiago, A.;Brown, A. L.;Wernimont, C.;Saudek, C. D.;Whittington, T.;Clark, J. M.;Greene, A.;Jiggetts, D.;Mosley, H.;Reusing, J.;Rubin, R. R.;Stephen, S.;Utsey, E.;Schade, D. S.;Adams, K. S.;Hemphill, C.;Hyde, P.;Butler, L.;Canady, J. L.;Colleran, K.;Gonzales, Y.;Hernandez-McGinnis, D. A.;Katz, P.;King, C.;Crandall, J.;Brown-Friday, J. O.;Adorno, E.;Duffy, H.;Martinez, H.;Pompi, D.;Shamoon, H.;Walker, E. A.;Wylie-Rosett, J.;Orchard, T.;Jeffries, S.;Kramer, M. K.;Smith, M.;Kriska, A.;Pettigrew, J.;Semler, L.;Venditti, E.;Weinzierl, V.;Arakaki, R. F.;Baker-Ladao, N. K.;Isonaga, M. K.;Bermudez, N. E.;Mau, M. K.;Knowler, W. C.;Cooeyate, N.;Hoskin, M. A.;Natewa, C.;Percy, C. A.;Acton, K. J.;Andre, V. L.;Begay, S.;Bucca, B. C.;Cook, S.;Doughty, M. S.;Glass, J.;Glass, M.;Hanson, R. L.;Hassenpflug, D.;Ingraham, L. E.;Kobus, K. M.;Krakoff, J.;Manus, C.;McCabe, C.;Michaels, S.;Morgan, T.;Nelson, J. A.;Roy, R. J.;Smart, M.;Tonemah, D. P.;Wilson, C.;Fowler, S.;Brenneman, T.;Abebe, S.;Bamdad, J.;Callaghan, J.;Christophi, C. A.;Edelstein, S. L.;Gao, Y.;Gooding, R.;Gottlieb, A.;Grover, N.;Hoffman, H.;Jablonski, K.;Katz, R.;Kolinjivadi, P.;Lachin, J. M.;Ma, Y.;Reamer, S.;Sapozhnikova, A.;Sherif, H.;Temprosa, M.;Venditti, E. M.;Kriska, A. M.;Semler, L.;Weinzierl, V.;Marcovina, S.;Strylewicz, G.;Albers, J.;Prineas, R. J.;Alexander, T.;Campbell, C.;Hall, S.;Hensley, S.;Li, Y.;Mills, M.;Soliman, E.;Zhang, Z.;Fradkin, J.;Garfield, S.;Mayer-Davis, E.;Moran, R. R.;Ganiats, T.;Sarkin, A. J.
通讯作者：
Sarkin, A. J.