Evidence map›Paper›PMID 32683454›Full record

ArticleBioinformatics (Oxford, England)2020

GeoBoost2: a natural languageprocessing pipeline for GenBank metadata enrichment for virus phylogeography.

Arjun Magge, Davy Weissenbacher, Karen O'Connor, Tasnia Tahsin, Graciela Gonzalez-Hernandez, Matthew Scotch

Open access · greenAbstract read
In one paragraph

Article in Bioinformatics (Oxford, England), 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.

0numbers the graph read from it
0cells of the map it votes in
8citing papers in PubMed
0.7field-weighted citation impact, top 33% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

8 citing papers in PubMed, 13 citations in OpenAlex.

  1. Article
  2. Review
  3. Article
  4. Article
  5. Article
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  7. Article
  8. Bioinformatics for the Origin and Evolution of Viruses.Advances in experimental medicine and biology · 2022
    Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

6 authors at 3 institutions in 1 country.

Arjun MaggeCollege of Health Solutions, Arizona State University, Phoenix, AZ 85004, USA.
Davy WeissenbacherDepartment of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine,University of Pennsylvania, Philadelphia, PA 19104, USA.
Karen O'ConnorDepartment of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine,University of Pennsylvania, Philadelphia, PA 19104, USA.
Tasnia TahsinCollege of Health Solutions, Arizona State University, Phoenix, AZ 85004, USA.
Graciela Gonzalez-HernandezDepartment of Biostatistics, Epidemiology and Informatics, Perelman School of Medicine,University of Pennsylvania, Philadelphia, PA 19104, USA.
Matthew ScotchCollege of Health Solutions, Arizona State University, Phoenix, AZ 85004, USA.ORCID 0000-0001-5100-9724
University of Pennsylvania · USCenter for Environmental Health · USArizona State University · US

Funding

Tracking Evolution and Spread of Viral Genomes by Geospatial Observation ErrorR01AI117011 · NIAID · ARIZONA STATE UNIVERSITY-TEMPE CAMPUS · PI GONZALEZ HERNANDEZ, GRACIELA, SCOTCH, MATTHEW · 2016 to 2019
$1.9M
Merging Viral Genetics with Climate and Population Data for Zoonotic SurveillanceR01LM012080 · NLM · ARIZONA STATE UNIVERSITY-TEMPE CAMPUS · PI SCOTCH, MATTHEW · 2015 to 2017
$1.1M
NIAID NIH HHS R01 AI117011NLM NIH HHS R01 LM012080
6 · The paper itself

Abstract

summaryWe present GeoBoost2, a natural language-processing pipeline for extracting the location of infected hosts for enriching metadata in nucleotide sequences repositories like National Center of Biotechnology Information's GenBank for downstream analysis including phylogeography and genomic epidemiology. The increasing number of pathogen sequences requires complementary information extraction methods for focused research, including surveillance within countries and between borders. In this article, we describe the enhancements from our earlier release including improvement in end-to-end extraction performance and speed, availability of a fully functional web-interface and state-of-the-art methods for location extraction using deep learning. AVAILABILITY AND IMPLEMENTATION: Application is freely available on the web at https://zodo.asu.edu/geoboost2. Source code, usage examples and annotated data for GeoBoost2 is freely available at https://github.com/ZooPhy/geoboost2. SUPPLEMENTARY INFORMATION: Supplementary data are available at Bioinformatics online.

Indexed as

Databases, Nucleic AcidMetadataGenomicsPhylogeographySoftware

Identifiers

PMID32683454
PMCPMC7755405
OpenAlexW3042317134

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC
Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.