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Mining Related Articles for Automatic Journal Cataloging Cover

Mining Related Articles for Automatic Journal Cataloging

By: Yuqing Mao and  Zhiyong Lu  
Open Access
|Sep 2017

Figures & Tables

Figure 1

Number of journals in PubMed from 1945–2014.
Number of journals in PubMed from 1945–2014.

Figure 2

Distribution of the NDCG@20 values over all journals.
Distribution of the NDCG@20 values over all journals.

Top 3 MeSH terms in the articles of the journals identified by the three methods_

JournalMeSH #1MeSH #2MeSH #3
GeneticsMutationModels, geneticGenome
PNASDNAGene expressionMolecular sequence data
CellRNADNAMolecular sequence data
NatureResearchResearch personnelDNA
MCBGene expressionCell lineGene expression regulation
ScienceDNAScienceRNA
TAGChromosome mappingQuantitative trait lociGenes
EvolutionEvolution, molecularBiological evolutionSelection, genetic
EMBO JournalDNARNAGene expression
Genes & DevelopmentGene expressionGene expression regulationCell line
NARDNARNAInternet
JBCProteinsGene expression regulationProtein binding
MBEEvolution, molecularPhylogenyGenome
Journal of BacteriologyBacteriaGene expressionGene expression regulation
MGGGene expressionGene expression regulationDNA
HeredityGenetic variationGeneticsGenetics, population
DevelopmentGene expressionGene expression regulationGene expression regulation, developmental
Genetical ResearchModels, geneticGenotypeChromosomes mapping
GenomePhylogenyGenesChromosomes
JMBModels, molecularProtein bindingProtein confirmation
JCBCell lineProtein transportCells
Current Biology: CBDrosophilaBiological evolutionGene expression
MBoCProtein transportRNAProtein binding
Developmental BiologyGene expressionGene expression regulationGene expression regulation, developmental
Nature GeneticsGenomeMutationPolymorphism, single nucleotide
CCMIntensive careIntensive care unitsCritical illness
PLOS GeneticsGene expressionGene expression regulationDNA
AJHGMutationGenetic predisposition to diseasePedigree
PLOS OneGene expressionGene expression regulationCell line
Genome ResearchGenomeGene expressionDNA
Eukaryotic CellFungal proteinsGene expressionGene expression regulation
Molecular EcologyGenetic variationGenetics, populationGenetics

Top 10 journals related to JAMIA identified by the content-similarity-based approach_

JournalBroad subject term(s)
AMIA Annual Symposium Proceedings

AMIA: The American Medical Informatics Association. AMIA Annual Symposium Proceedings is an ejournal published by AMIA annually.

Medical Informatics
BMC Medical Informatics and Decision MakingMedical Informatics
Journal of Biomedical InformaticsMedical Informatics
Studies in Health Technology and InformaticsHealth Services Research
Medical Informatics
Technology
International Journal of Medical InformaticsMedical Informatics
BMC BioinformaticsComputational Biology
Journal of Medical Internet ResearchMedical Informatics
Health Technology AssessmentHealth Services Research
Technology
Journal of General Internal MedicineInternal Medicine
PediatricsPediatrics
Journal of the American Medical Informatics Association (JAMIA)Medicine

Related journal results evaluation of the content-similarity-based approach using different metrics_

Number of papers published in 12 monthsNumber of JournalsCC

CC: Pearson correlation coefficients; KTCC: Kendall’s tau correlation coefficients; NDCG: Normalized discounted cumulative gain. NDCG@5: NDCG with truncated position 5; NDCG@20: NDCG with truncated position 20.

KTCC

CC: Pearson correlation coefficients; KTCC: Kendall’s tau correlation coefficients; NDCG: Normalized discounted cumulative gain. NDCG@5: NDCG with truncated position 5; NDCG@20: NDCG with truncated position 20.

F1NDCG@5

CC: Pearson correlation coefficients; KTCC: Kendall’s tau correlation coefficients; NDCG: Normalized discounted cumulative gain. NDCG@5: NDCG with truncated position 5; NDCG@20: NDCG with truncated position 20.

NDCG@20

CC: Pearson correlation coefficients; KTCC: Kendall’s tau correlation coefficients; NDCG: Normalized discounted cumulative gain. NDCG@5: NDCG with truncated position 5; NDCG@20: NDCG with truncated position 20.

>503,2650.26170.06470.520.72350.6654
>1002,1610.32710.11850.550.75830.7015
>2001,0630.41530.17670.590.79310.7403
>3005990.46460.19570.600.80030.7508
>5002330.45910.14580.580.75700.7161

Top 20 journals related to Genetics identified by the citation-based, usage-based and content-similarity-based method, respectively_

Citation-basedUsage-basedContent-similarity-based
PNASPNASPLOS Genetics
CellJBCPNAS
NatureNatureMCB
MCBSciencePLOS One
ScienceMCBGenome Research
TAGCellNature
EvolutionDevelopmentEukaryotic Cell
EMBOJournalGenes & Development Evolution
Genes & DevelopmentNARMBoC
NAREMBO JournalMolecular Ecology
JBCCurrent Biology: CBJBC
MBEMBoCScience
Journal of BacteriologyDevelopmental BiologyDevelopmental Biology
MGGMBECell
HeredityNature GeneticsCurrent Biology: CB
DevelopmentJCBGenes & Development
Genetical ResearchJournal of BacteriologyDevelopment
GenomeCCMMBE
JMCPLOS GeneticsHeredity
JCBAJHGAJHG
DOI: https://doi.org/10.20309/jdis.201613 | Journal eISSN: 2543-683X | Journal ISSN: 2096-157X
Language: English
Page range: 45 - 59
Submitted on: Dec 14, 2015
Accepted on: Feb 26, 2016
Published on: Sep 1, 2017
Published by: Chinese Academy of Sciences, National Science Library
In partnership with: Paradigm Publishing Services
Publication frequency: 4 issues per year

© 2017 Yuqing Mao, Zhiyong Lu, published by Chinese Academy of Sciences, National Science Library
This work is licensed under the Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 License.