首页> 外文会议>IEEE EMBS International Conference on Biomedical and Health Informatics >Cognitive computing for the automated extraction and meaningful use of health data in narrative medical notes: An application to the clinical management of hearing impaired aged patients

【24h】

Cognitive computing for the automated extraction and meaningful use of health data in narrative medical notes: An application to the clinical management of hearing impaired aged patients

机译：在叙事医疗中的自动提取和有意义地使用健康数据的认知计算：临床管理的临床管理障碍年龄患者

获取原文

页面导航

摘要
著录项
相似文献
相关主题

摘要

It is currently estimated that 80% of health data, such as that coming from medical transcripts, medical notes, lab results, email messages, attachments, is unstructured. Being unstructured, this information cannot be processed through automated PC procedures but requires the interpretation of human beings. We propose a cognitive computing system to extract automatically meaningful health information from the textual documents of the patient folder and merge this information into a structured data frame. The system was tested on the medical documents generated in an audiological outpatient hospital service; the data corpus consisted of the documents and reports generated longitudinally from the enrollment visit to the last available follow-up of hearing impaired aged patients treated with cochlear implants (CI). The system is based on an Information Extraction (IE) module to extract meaningful health information, a couple of ontologies to interpret the meaning and classify the extracted information into a logical hierarchy and an ad hoc developed structured data frame to gather the information. The system was designed to be compliant with the clinical best practices of the audiological/ENT (Ear-Nose-Throat) medical domains to ensure its ease of use in the real practice. The performance was assessed by measuring the percentage of information correctly extracted by the system against the one manual extracted by two experts. The accuracy of the system was very good (recall= 0.78; precision=3D0.95).

机译：目前估计80 ％的健康数据，例如来自医疗成绩单，医疗说明，实验室结果，电子邮件，附件，附件是非结构化的。非结构化，无法通过自动PC程序处理此信息，但需要对人类的解释。我们提出了一种认知计算系统，可以从患者文件夹的文本文档中提取自动有意义的健康信息，并将该信息合并到结构化数据帧中。该系统在听力学门诊医院服务中产生的医疗文件上进行了测试;数据语料库由纵向生成的文件和报告组成，从入学访问中获取到有耳蜗植入物（CI）治疗的听力障碍患者的最后一次可用随访。该系统基于信息提取（IE）模块来提取有意义的健康信息，这是一种解释含义并将提取的信息分类为逻辑层次结构和ad Hoc开发的结构化数据帧来收集信息以收集信息。该系统旨在符合听力/耳鼻喉科（耳朵喉咙）医学领域的临床最佳实践，以确保其易于使用的实践。通过测量由系统正确提取的信息百分比对由两个专家提取的一项手动进行正确提取的信息百分比来评估性能。系统的准确性非常好（召回= 0.78; Precision = 3d0.95）。

著录项

来源
《IEEE EMBS International Conference on Biomedical and Health Informatics》|2018年|445p|共4页
会议地点
作者
Gabriella Tognola; Alessandra Murri; Domenico Cuda;
展开▼
作者单位

展开▼
会议组织
原文格式 PDF
正文语种
中图分类 R318-53;
关键词
Data mining; Cognitive systems; Medical diagnostic imaging; Auditory system; Ontologies; Unified modeling language;

机译：数据挖掘;认知系统;医学诊断成像;听觉系统;本体;统一建模语言;

相似文献

外文文献
中文文献
专利

1. Redesigned Electronic Medical Notes Allow Automated Clinical Data Extraction and Decrease Provider Documentation Time [J] . Christiano Jose G. Plastic and reconstructive surgery . 2016,第5期

机译：重新设计的电子医学注释可自动提取临床数据并减少提供者的文档时间
2. Family History Extraction From Synthetic Clinical Narratives Using Natural Language Processing: Overview and Evaluation of a Challenge Data Set and Solutions for the 2019 National NLP Clinical Challenges (n2c2)/Open Health Natural Language Processing (OHNLP) Competition [J] . Feichen Shen, Sijia Liu, Sunyang Fu, JMIR Medical Informatics . 2021,第1期

机译：使用自然语言处理的综合临床叙事的家庭历史提取：概述和评估2019年国家NLP临床挑战（N2C2）/开放式健康自然语言处理（OHNLP）竞争的挑战数据集和解决方案
3. Pain Assessment of Elderly Patients with Cognitive Impairment in the Emergency Department: Implications for Pain Management—A Narrative Review of Current Practices [J] . Joshua Jones, Tin Fei Sim, Jeff Hughes Pharmacy . 2017,第2期

机译：急诊科老年认知障碍患者的疼痛评估：疼痛管理的意义—对当前实践的叙述性回顾
4. Cognitive computing for the automated extraction and meaningful use of health data in narrative medical notes: An application to the clinical management of hearing impaired aged patients [C] . Gabriella Tognola, Alessandra Murri, Domenico Cuda IEEE EMBS International Conference on Biomedical and Health Informatics . 2018

机译：叙事医学笔记中健康数据的自动提取和有意义使用的认知计算：在听力受损老年患者的临床管理中的应用
5. Automated methods to extract patient new information from clinical notes in electronic health record systems. [D] . Zhang, Rui. 2013

机译：从电子病历系统中的临床笔记中提取患者新信息的自动化方法。
6. Policy Issues in Medical Computing. Health Care Economics and Medical Computing: The Computerization of Patient Management Categories: Clinical Basis for a Case Mix Application [O] . Jenny L. Schuchert 1983

机译：医疗计算中的政策问题。卫生保健经济学和医学计算：患者管理的计算机化类别：病例组合应用程序的临床基础
7. P235Relation between myocardial deformation by three-dimensional speckle tracking analysis , control of the hypertension and functional capacity in patients with systemic hypertensionP236Obstructive sleep apnoea is often under-recognised in patients with acute myocardial infarction, but commonly contributes to left ventricular diastolic dysfunctionP237Intrinsic left ventricular dysfunction in Behcet disease in comparison with systemic disease activity: insights from speckle tracking echocardiographyP238Echocardiography changes during singleton and twin pregnancyP239Proposal of two new echocardiographic parameters for the differentiation of pre-capillary from post-capillary pulmonary hypertensionP240The coincidence of implanted device and number of electrodes with the presence of residual fibrotic tissue after transvenous leads extraction assessed in echocardiographic examP241Hemoglobin is an independent predictor of left ventricular hypertrophy in postmenopausal women but not in premenopausal womenP242Left ventricular longitudinal deformation impairment in patients with psoriasis is linked with immunologic activationP243Impaired diastolic functions and left atrial mechanical functions in patients with vitamin-D deficiencyP244Modification of cardiac and vascular function secondary to insulin resistanceP245Impaired right ventricular function is not related to serum galectin-3 concentration in patients with repaired tetralogy of fallotP246Age-adjusted indices of right ventricular (RV) longitudinal function do not adequately reflect the global RV contraction in children with repaired congenital heart defects and RV volume overloadP247Relationship between fractional flow reserve and dobutamine stress echocardiography in coronary artery diseaseP248A retrospective observational comparative study on the negative predictive value of nuclear testing vs. stress echo in pre-operative assessment for patients undergoing solid organ transplantionP249The detection of viable myocardium by dobutamine stress speckle tracking echocardiography in patients with coronary artery diseaseP250VO2 flattening during exercise in heart failure: evidence for a combined low cardiac output and inefficient O2 extractionP251 The dynamic assessment of alveolar-capillary barrier during exercise-echocardiography in heart failure patients with reduced ejection fractionP252The effect of exercise training on cardiac function during exercise stress echo in patients with type 2 diabetes and diastolic dysfunctionP253Age-related maximal exercise O2 extraction differences in a population of apparently healthy subjects at cardiovascular riskP254Difference in the changes of functional mitral regurgitation between semisupine ergometer and handgrip exerciseP255Correlation of annulus size assessed by echo 2d, 3d and multidetector computed tomography in patients undergoing transcatheter aortic valve implantationP256Mitral annulus dynamics: from normal to extensive mixomatous disease-a three-dimensional transoesophageal studyP257Left atrial appendage closure: an echo point of view of 55 casesP258Effect of catheter-based renal denervation on left ventricular function, mass and (un)twist with two-dimensional speckle tracking echocardiographyP259Associations of microRNAs gene expression in peripheral blood mononuclear cells and left ventricular global longitudinal peak strain in patients with essential hypertension [O] . I. Craciunescu, N. Ngiam, BJ. Sun, 2016

机译：心肌变形之间P235Relation通过三维斑点追踪分析，在患者全身hypertensionP236Obstructive睡眠呼吸暂停的高血压和功能的能力控制是经常根据公认在急性心肌梗死，但通常有助于左室舒张dysfunctionP237Intrinsic左心室功能紊乱中白塞氏病与全身性疾病的活性的比较：用于预毛细管的从植入装置和电极数目的毛细血管后肺hypertensionP240The巧合的分化与存在的两个新的超声心动图参数单和双pregnancyP239Proposal期间从斑点追踪echocardiographyP238Echocardiography变化的见解静脉引线后残留的纤维组织提取评估了超声心动图examP241Hemoglobin是绝经后妇女的左心室肥厚的独立预测因素，但不是在premen opausal womenP242Left心室纵向变形损害牛皮癣患者与免疫联activationP243Impaired舒张功能和左心房机械功能患者的心脏和血管功能继发于胰岛素的维生素-d deficiencyP244Modification resistanceP245Impaired右心室功能是不相关的血清半乳凝素3浓度患者右心室（RV）的纵向功能fallotP246Age调整指标的修复四部曲没有充分反映在冠状动脉diseaseP248A追溯血流储备分数和多巴酚丁胺超声心动图之间修复先天性心脏缺陷和RV容积overloadP247Relationship全球儿童RV收缩在术前评估核试验对应力回声的阴性预测值进行可行myocard的实体器官transplantionP249The检测患者的观察对比研究鎓通过多巴酚丁胺斑点跟踪超声心动图在患者的心脏衰竭锻炼期间冠状动脉diseaseP250VO2压扁：证据为一个组合的低心输出量和低效率的O2 extractionP251在心脏衰竭患者运动超声心动图中肺泡 - 毛细血管屏障的动态评估具有降低的喷射对心脏功能的运动锻炼的运动负荷超声过程中患者fractionP252The影响2型糖尿病患者和表面健康受试者的群体在心血管riskP254Difference在功能性二尖瓣返流的semisupine测力计和手柄之间的变化舒张dysfunctionP253Age相关的最大运动O2提取差异环大小的exerciseP255Correlation由回波2D评估，3d和多排的患者正在接受经导管主动脉瓣implantationP256Mitral环动力学计算机断层：从正常到广泛mixomatous疾病三dimensi Onal地区食道studyP257Left心耳闭合：视在左心室功能，质量和（UN）捻基于导管的肾去神经支配的55 casesP258Effect的在外周血单核细胞和左侧的微小RNA基因表达的二维散斑跟踪echocardiographyP259Associations回波点心室全球纵向应变峰值在原发性高血压患者

Cognitive computing for the automated extraction and meaningful use of health data in narrative medical notes: An application to the clinical management of hearing impaired aged patients

摘要

著录项

相似文献

相关主题

期刊订阅