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Arrowsmith Data Mining Techniques in Neuro-Informatics

Arrowsmith Data Mining Techniques in Neuro-Informatics
神经信息学中的 Arrowsmith 数据挖掘技术
批准号:
6892920
负责人:
NEIL R SMALHEISER
金额:
$67.31万
依托单位国家:
美国
项目类别:
财政年份:
2001
资助国家:
美国
项目状态:
已结题
起止时间:
2001-06-15 至 2007-05-31

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中文摘要
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英文摘要
DESCRIPTION (provided by applicant): Conventional search engines (e.g., PubMed) can identify many facets of information contained in Medline records and give an indication of the current state of knowledge on a given topic. However, such queries are insufficient for investigators operating at the frontiers of scientific discovery, who need to assess the possible significance of new findings or hypothesized relationships that have not yet been experimentally tested. "Arrowsmith" is a computer-assisted strategy designed to address this problem by facilitating the identification of information that is present implicitly within or across databases. It does this by identifying title words that are shared across a pair of disjoint literatures, filtering out words that are likely to be non-informative, and justaposing titles of papers in each literature that share a given title word, allowing the user to assess whether the two sets of papers are suggestive of a biologically meaningful inference when considered together. To test the feasibility of Arrowsmith for use by the scientific community, a set of field testers will be trained to evaluate the feasibility and utility of Arrowsmith analyses when used in the context of multi-disciplinary neuroscience groups that have both significant laboratory and informatics components. The utility of linking papers via shared terms taken from other fields of Medline records, e.g., abstract words or MeSH subject headings, will also be evaluated. Access to Arrowsmith will be provided via a Web site that will be upgraded and expanded to accommodate the larger public as well. Finally, it will be assessed whether Arrowsmith analyses can help facilitate new interdisciplinary research by identifying and alerting complementary groups of investigators who independently are tackling problems of joint interest, that may be best addressed by working together. Because of the generality of the Arrowsmith approach, it may be applied to a wide range of biomedical problems and, indeed, to conduct searches within or across any databases that contain textual material.
期刊论文(18)
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会议论文
DOI: 10.1016/j.cmpb.2008.12.006
发表时间: 2009-05
期刊: Computer methods and programs in biomedicine
影响因子: 6.1
作者: [Smalheiser NR, Torvik VI, Zhou W]
通讯作者: Zhou W
Atrial fibrillation in athletes: implicit literature-based connections suggest that overtraining and subsequent inflammation may be a contributory mechanism.
运动员的心房颤动:基于文献的隐含联系表明,过度训练和随后的炎症可能是一个促成机制。
DOI: 10.1016/j.mehy.2006.01.006
发表时间: 2006
期刊: Medical hypotheses.
影响因子: --
作者: [Swanson,DonR]
通讯作者: Swanson,DonR
DOI: 10.1016/j.neures.2008.08.010
发表时间: 2008-12-01
期刊: NEUROSCIENCE RESEARCH
影响因子: 2.9
作者: [Smalheiser, Neil R., Lugli, Giovanni, Abe, Kuniya]
通讯作者: Abe, Kuniya
DOI: 10.1007/s12017-009-8065-2
发表时间: 2009
期刊: NEUROMOLECULAR MEDICINE
影响因子: 3.5
作者: [Smalheiser, Neil R., Lugli, Giovanni]
通讯作者: Lugli, Giovanni
10
    Automated Indexing for Publication Types and Study Designs
    • 批准号:
      10715907
    • 项目类别:
    • 资助金额:
      $32.17万
    • 财政年份:
      2023
    • 负责人:
      NEIL R SMALHEISER
    • 依托单位:
    MITOCHONDRIAL BIOENERGETICS IN NEURONS
    ROLE OF RNAI IN ADULT MAMMALIAN BRAIN
    ROLE OF RNAI IN ADULT MAMMALIAN BRAIN
    海外基金