R语言实现PubMed格式文献文本按行结构化转换与字段提取
文献元数据结构化处理需求
- 待处理数据源:存储约1000篇文献元数据的文本文件
- 原始数据格式规则:
- 单篇文献包含PMC、PMID、AID、SO等固定字段
- 单条字段以
字段标识- 字段内容的格式存储 - 跨多行的长字段内容,以行首缩进的形式标记为同字段续行
- 预期输出效果:
每篇文献的全部信息整理为单行结构化数据,字段名称作为数据框列名,对应字段内容作为行值,参考效果如下:PMC PMID ........ SO PMC8882595 35237547 ........ Front ....69001 PMC8967719 35296856 ........ Child Yo... 040 - 重复字段处理规则:
单篇文献内FAU(作者全名)、AU(作者缩写)、AD(作者单位)字段会重复出现,处理优先级如下:- 优先从AD字段内容中提取作者所属国家名称
- 若国家提取存在难度,直接对重复字段的内容做合并处理即可
原始数据样例
以下为文件内前两篇文献的原始内容,可直观参考数据格式:
PMC - PMC8882595 PMID- 35237547 IS - 2296-2565 (Electronic) VI - 10 DP - 2022 TI - Poverty Vulnerability and Health Risk Action Path of Families of Rural Elderly With Chronic Diseases: Empirical Analysis of 1,852 Families in Central and Western China. LID - 776901 AB - Health poverty has become the most important cause of poverty and return to poverty. Understanding the health risk factors and action paths of poverty in families of rural elderly with chronic diseases is important to alleviate return to poverty because of illness. This study selected families with at least one elderly member (over 60 years old) with chronic diseases (sample size was 1,852 people and localities, the causes of poverty and returning to poverty, and the types of poverty vulnerabilities. The use efficiency of medical insurance should be further improved, and the responsibility of medical insurance targeted poverty alleviation must be clarified. FAU - Ma, Ying AU - Ma Y AD - Department of Health Management, School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China FAU - Xiang, Qin AU - Xiang Q AD - Department of Health Management, School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China FAU - Yan, Chaoyang AU - Yan C AD - Department of Health Management, School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China FAU - Liao, Hui AU - Liao H AD - Department of Health Management, School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China FAU - Wang, Jing AU - Wang J AD - Department of Health Management, School of Medicine and Health Management, Tongji Medical College, Huazhong University of Science and Technology, Wuhan, China LA - eng PT - Journal Article DEP - 20220214 PHST- 2021/09/14 [received] PHST- 2022/01/20 [accepted] TA - Front Public Health JT - Frontiers in Public Health AID - 10.3389/fpubh.2022.776901 [doi] SO - Front Public Health. 2022 Feb 14;10:. doi:10.3389/fpubh.2022.776901. PMC - PMC6107082 PMID- 30147212 IS - 0190-7409 (Print) VI - 79 DP - 2017 Aug TI - Family poverty and neighborhood poverty: Links with children’s school readiness before and after the Great Recession. PG - 368-84 AB - This paper examines how neighborhood and family poverty predict children’s academic skills and classroom behavior at school entry, and whether associations additional support. FAU - Wolf, Sharon AU - Wolf S AD - Graduate School of Education, University of Pennsylvania, 3700 Walnut Street, Room 340, Philadelphia, PA 19104, United States FAU - Magnuson, Katherine A. AU - Magnuson KA AD - Institute for Research on Poverty, University of Wisconsin – Madison, 1180 Observatory Drive, Madison, WI 53706, United States FAU - Kimbro, Rachel T. AU - Kimbro RT AD - Rice University, 6100 Main St., MS-28, Houston, TX 77005, United States LA - eng PT - Journal Article DEP - 20170623 TA - Child Youth Serv Rev JT - Children and youth services review AID - 10.1016/j.childyouth.2017.06.040 [doi] MID - NIHMS984695 SO - Child Youth Serv Rev. 2017 Aug;79:368-84. Epub 2017 Jun 23 doi:10.1016/j.childyouth.2017.06.040.
内容的提问来源于stack exchange,提问作者Nile
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