The Impacts of Low-Quality Training Data on Information Extraction from Clinical Reports

Fabrizio Sebastiani

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The Impacts of Low-Quality Training Data on Information Extraction from Clinical Reports

机译：低质量培训数据对临床报告信息提取的影响

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In a joint effort between the University of Amsterdamand ISTI-CNR, researchers have studied the negativeimpact that low-quality training data (i.e., training dataannotated by non-authoritative assessors) has oninformation extraction (IE) accuracy.

机译：在Amsterdamand大学ISTI-CNR之间的共同努力中，研究人员研究了低质量的训练数据（即，非权威评估员的训练）具有昂贵的提取（即）准确性。

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《ERCIM News》 |2018年第112期|共1页
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Fabrizio Sebastiani;
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1. The Impacts of Low-Quality Training Data on Information Extraction from Clinical Reports [J] . Diego Marcheggiani, Fabrizio Sebastiani ERCIM News . 2018,第ERCIMaNEWSa112期

机译：低质量训练数据对临床报告信息提取的影响
2. On the Effects of Low-Quality Training Data on Information Extraction from Clinical Reports [J] . DIEGO MARCHEGGIANI, FABRIZIO SEBASTIANI ACM journal of data and information quality . 2018,第1期

机译：关于低质量训练数据对临床报告信息提取的影响
3. The impact of a structured clinical training course on interns’ self-reported confidence with core clinical urology skills [J] . C. Browne, S. Norton, J. M. Nolan, Irish journal of medical science . 2018,第1期

机译：结构化临床培训课程对实习生自我报告的信心与核心临床泌尿科技能的影响
4. Automatic Knowledge Extraction and Data Mining from Echo Reports of Pediatric Heart Disease: Application on Clinical Decision Support [C] . Yahui Shi, Zuofeng Li, Zheng Jia, China national conference on computational linguistics;International symposium on natural language processing based on naturally annotated big data . 2015

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5. Scaling the Technology Opportunity Analysis text data mining methodology: Data extraction, cleaning, online analytical processing analysis, and reporting of large multi-source datasets. [D] . George, Richard Peyton. 2006

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6. Impact of clinical and patient‐reported outcomes on patient satisfaction with cataract extraction [O] . Susana Garcia‐Gutierrez, Jose M. Quintana, Urko Aguire, 2014

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7. On the Effects of Low-Quality Training Data on Information Extraction from Clinical Reports [O] . Marcheggiani, Diego, Sebastiani, Fabrizio 2015

机译：论低质量训练数据对信息提取的影响来自临床报告
8. Comprehensive Soldier Fitness Program Evaluation. Report 3: Longitudinal Analysis of the Impact of Master Resilience Training on Self- Reported Resilience and Psychological Health Data [R] . Lester, P. B., Harms, P. D., Herian, M. N., 2011

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The Impacts of Low-Quality Training Data on Information Extraction from Clinical Reports

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