| A bottom-up approach to MEDLINE indexing recommendations. | |
| | |
MedLine Citation:
|
PMID: 22195224 Owner: NLM Status: In-Data-Review |
Abstract/OtherAbstract:
|
MEDLINE indexing performed by the US National Library of Medicine staff describes the essence of a biomedical publication in about 14 Medical Subject Headings (MeSH). Since 2002, this task is assisted by the Medical Text Indexer (MTI) program. We present a bottom-up approach to MEDLINE indexing in which the abstract is searched for indicators for a specific MeSH recommendation in a two-step process. Supervised machine learning combined with triage rules improves sensitivity of recommendations while keeping the number of recommended terms relatively small. Improvement in recommendations observed in this work warrants further exploration of this approach to MTI recommendations on a larger set of MeSH headings. |
| | |
Authors:
|
Antonio Jimeno-Yepes; Bartłomiej Wilkowski; James G Mork; Elizabeth Van Lenten; Dina Demner Fushman; Alan R Aronson |
Related Documents
:
|
16943144 - Psychiatry in the east african colonies: a background to confinement. 17923944 - Do our newly graduated medical doctors have adequate knowledge about neonatal resuscita... 7570384 - Women in medicine. 1929844 - An evaluation of surgery departments in community-based medical schools. 2640694 - Medical information processing skills: guide posts to clinical assessment. 16482234 - Role of duodenogastroesophageal reflux in the pathogenesis of esophageal mucosal injury... |
Publication Detail:
|
Type: Journal Article Date: 2011-10-22 |
Journal Detail:
|
Title: AMIA ... Annual Symposium proceedings / AMIA Symposium. AMIA Symposium Volume: 2011 ISSN: 1942-597X ISO Abbreviation: AMIA Annu Symp Proc Publication Date: 2011 |
Date Detail:
|
Created Date: 2011-12-23 Completed Date: - Revised Date: - |
Medline Journal Info:
|
Nlm Unique ID: 101209213 Medline TA: AMIA Annu Symp Proc Country: United States |
Other Details:
|
Languages: eng Pagination: 1583-92 Citation Subset: IM |
Affiliation:
|
National Library of Medicine, 8600 Rockville Pike, Bethesda, MD 20894, USA. |
Export Citation:
|
APA/MLA Format Download EndNote Download BibTex |
| MeSH Terms | |
Descriptor/Qualifier:
|
|
From MEDLINE®/PubMed®, a database of the U.S. National Library of Medicine
Previous Document: Attribute Utility Motivated k-anonymization of Datasets to Support the Heterogeneous Needs of Biomed...
Next Document: Automatic identification of critical follow-up recommendation sentences in radiology reports.