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CitationAS: A Tool of Automatic Survey Generation Based on Citation Content

INFORMAZIONI SU QUESTO ARTICOLO

Cita

Figure 1

Framework of CitationAS.
Framework of CitationAS.

Figure 2

User Interface of CitationAS.
User Interface of CitationAS.

Figure 3

Average Scores of Different Methods.
Average Scores of Different Methods.

Citation Sentences Examples.

No.Citation sentence
1Their transcription is dependent on mouse Cebpe and human CEBPE [12].
2These changes may derive in a higher risk for type 2 diabetes development [8], [9].
3It interacts with a variety of transcriptional factors and MLL proteins [9]–[12].
4Most pathogens of humans, animals and plants are multi-host pathogens [1]–[3], [20].

Six Methods Rankings based on Two Volunteers when Considering Sentence Location.

RankingVolunteer AVolunteer B
1Lingo-MMRLingo-MMR
2Lingo-TF-IDFLingo-TF-IDF
3STC-TF-IDFSTC-MMR
4STC-MMRSTC-TF-IDF
5bisecting K-means-TF-IDFbisecting K-means-MMR
6bisecting K-means-MMRbisecting K-means-TF-IDF

Six Methods Rankings based on Two Volunteers.

RankingVolunteer AVolunteer B
1STC-TF-IDFLingo-TF-IDF
2Lingo-TF-IDFLingo-MMR
3STC-MMRSTC-MMR
4Lingo-MMRSTC-TF-IDF
5bisecting K-means-MMRbisecting K-means-MMR
6bisecting K-means-TF-IDFbisecting K-means-TF-IDF

Top 20 Phrases According to High Frequency.

Phrase (Frequency)Phrase (Frequency)
cell line (37507)reactive oxygen species (5160)
gene expression (37001)central nervous system (4418)
amino acid (35165)smooth muscle cell (3439)
transcription factor (25626)protein protein interaction (3286)
cancer cell (25605)single nucleotide polymorphism (2535)
stem cell (22567)tumor necrosis factor (2482)
growth factor (17531)genome wide association (2386)
signaling pathway (16597)case control study (2269)
cell proliferation (14203)false discovery rate (2209)
meta analysis (12647)innate immune response (2133)

Topic Distribution in Dataset.

Topic No.Topic words
1protein, domain, binding, structure, membrane, residue, acid, interaction, site, amino
2disease, patient, increase, risk, study, disorder, chronic, factor, blood, clinical
3bacteria, gene, strain, plant, resistance, species, report, found, host, pathogen
4study, health, patient, year, hiv, treatment, country, population, report, clinical
5gene, sequence, data, analysis, based, identified, study, expression, number, region
6model, method, data, based, test, analysis, value, number, calculated, approach
7cell, expression, tissue, mice, differentiation, development, human, stem, bone, mouse
8acid, increase, level, activity, glucose, concentration, stress, enzyme, insulin, effect
9study, process, task, response, visual, effect, memory, information, social, related
10cell, signalling, pathway, activation, receptor, role, factor, protein, expression, apoptosis

Evaluation Standards.

ScoreEvaluation standards
5Sentences are very smooth. Paragraphs and surveys are very comprehensive, exist very small redundancy and can fully reflect retrieval topics. The logical structure of survey is reasonable.
4Sentences are relatively smooth. Paragraphs and surveys are relatively comprehensive, exist relatively small redundancy and can relatively reflect retrieval topics. The logical structure of survey is relatively reasonable.
3Sentences are basically smooth. Paragraphs and surveys are basically comprehensive, exist certain redundancy and can basically reflect retrieval topics. The logical structure of survey is basically reasonable.
2Sentences are not smooth enough. Paragraphs and surveys are not comprehensive, exist relatively high redundancy and cannot reflect retrieval topics enough. The logical structure of survey is confusing.
1The smoothness of sentences becomes very poor. Paragraphs and surveys are far from comprehensive, exist very high redundancy and cannot fully reflect retrieval topics. There is no logical structure in the survey.
eISSN:
2543-683X
Lingua:
Inglese
Frequenza di pubblicazione:
4 volte all'anno
Argomenti della rivista:
Computer Sciences, Information Technology, Project Management, Databases and Data Mining