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基于ICD-10诊断编码的慢性病并发症聚类算法 被引量:3
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作者 王晓霞 蒋伏松 +1 位作者 王宇 熊贇 《大数据》 2018年第3期37-45,共9页
慢性病与其相关并发症关系的研究,对患者以及医学研究都有重要意义。电子病历中记录的患者就诊数据为研究目标慢性病与其并发症的关系提供了数据基础,其中面临的挑战之一在于既需要使用临床医生的领域知识对并发症进行标注,又不希望给... 慢性病与其相关并发症关系的研究,对患者以及医学研究都有重要意义。电子病历中记录的患者就诊数据为研究目标慢性病与其并发症的关系提供了数据基础,其中面临的挑战之一在于既需要使用临床医生的领域知识对并发症进行标注,又不希望给医生增加过多负担。设计了一种采用分组策略的基于ICD-10诊断编码的慢性病并发症半监督聚类方法,以实现在较少的医生专家参与下对慢性病并发症归类。真实糖尿病患者电子医疗记录数据集上的实验结果表明提出的算法是实用且有效的。 展开更多
关键词 半监督学习 聚类算法 慢性病并发症 icd-10诊断编码
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Effect of Pathoanatomic Diagnosis on the Quality of Birth Defects Surveillance in China
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作者 LI-JUN PEI GONG CHEN +6 位作者 XIN-MING SONG JI-LEI WU CHENG-FU LI JI-ZHEN ZOU JIU-ZHI LIN TING ZHANG XIAO-YING ZHENG 《Biomedical and Environmental Sciences》 SCIE CAS CSCD 2009年第6期464-471,共8页
Objective To provide evidence for more accurate diagnosis of birth defects based on the pathoauatomy of congenital malformations. Methods Data used in this study were obtained fi'om Luliang City Hospital and three co... Objective To provide evidence for more accurate diagnosis of birth defects based on the pathoauatomy of congenital malformations. Methods Data used in this study were obtained fi'om Luliang City Hospital and three county hospitals of Shanxi province between February 2004 and March 2006. Autopsy and pathological examination of 160 dead fetuses and stillbirths were performed. Photos of dead fetuses and stillbirths were taken, tissues were cut into sections for pathological examination under microscope, all pathological information was recorded, and percentage of birth defects was calculated. Results The proportion of dead fetuses and stillbirths with or without congenital malformations was 84.4% (135/160) and 15.6% (25/160), respectively. There were 16 categories of major external and internal birth defects in 135 cases of such defects. Congenital heart defects, anencephaly and spina bifida had a higher prevalence rate in the study period. The prevalence rate of non-malformation death and birth defects 〈 28 gestational weeks and internal anomalies ≥ 28 gestational weeks was 14.61% (61/4175) and 17.25% (72/4175), respectively. A total of 413 in situ anomalies were found in 135 cases of autopsy. Spina bifida, anencephaly, congenital heart defects, aplasia or accessory lobe of lung, renal agenesis and dysplasis and congenital hydrocephaly were more closely associated with severe malformations than with mitis malformations. The cases of dead fetuses and stillbirths with multiple malformations (/〉 2 in situ anomalies) had a higher proportion (74.1%), whereas those with isolated malformations had a lower proportion (25.93%). Conclusion The occurrence of congenital malformations in different embryonic developmental stages affects multiple organs. Postmortem examination of internal and multiple malformations of fetal deaths and stillbirths can provide more accurate diagnostic information for birth defects. 展开更多
关键词 Birth defects PATHOANATOMY Congenital internal anomaly Congenital external anomaly icd-10 codes
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An Intelligent Tumors Coding Method Based on Drools 被引量:3
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作者 Panjie Yang Gang Liu +2 位作者 Xiaoyu Li Liyuan Qin Xiaoxia Liu 《Journal of New Media》 2020年第3期111-119,共9页
In order to solve the problems of low efficiency and heavy workload of tumor coding in hospitals,we proposed a Drools-based intelligent tumors coding method.At present,most tumor hospitals use manual coding,the traine... In order to solve the problems of low efficiency and heavy workload of tumor coding in hospitals,we proposed a Drools-based intelligent tumors coding method.At present,most tumor hospitals use manual coding,the trained coders follow the main diagnosis selection rules to select the main diagnosis from the discharge diagnosis of the tumor patients,and then code all the discharge diagnoses according to the coding rules.Owing to different coders have different familiarity with the main diagnosis selection rules and ICD-10 disease coding,it will reduce the efficiency of the artificial coding results and affect the quality of the whole medical record.We first analyze the ICD library information,doctor's diagnostic information,radiotherapy information or chemotherapy information,surgery information,hospitalization information and other related information,and then generated Drools rule files based on the main diagnostic selection principles and coding principles,we also combined the text similarity analysis algorithm to construct an intelligent diagnostic information coding method.Practice shows that the coding method can be used to make the work efficiently and at the same time obtain the coding results which meet the standard and have high accuracy,so that the coders can be free from the repeated work and pay more attention to coding quality control and the coding logic adjustment. 展开更多
关键词 Tumor coding rule engine DROOLS icd-10
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