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Vedecké baníctvo textu×Bibliometrická analýza×
OdborDolovanie textuScientometria
RodinaProcess / pipelineProcess / pipeline
Rok vzniku2019–2020 (modern transformer era); roots in earlier computational linguistics1969 (term coined); practice dates to 1920s–1930s
TvorcaCommunity-developed; SciBERT (Beltagy et al., 2019) and SPECTER (Cohan et al., 2020) are landmark modelsAlan Pritchard (coined term); earlier quantitative work by Paul Otlet (1934) and S. C. Bradford (1934)
TypNLP pipeline for scientific literatureQuantitative literature analysis
Pôvodný zdrojBeltagy, I., Lo, K., & Cohan, A. (2019). SciBERT: A Pretrained Language Model for Scientific Text. EMNLP 2019. link ↗Pritchard, A. (1969). Statistical bibliography or bibliometrics? Journal of Documentation, 25(4), 348–349. link ↗
Ďalšie názvyBilimsel Metin Madenciliği, scholarly NLP, academic text mining, scientific literature miningbibliometrics, bibliometric study, bibliometric mapping, publication analysis
Príbuzné46
ZhrnutieScientific text mining is a natural-language-processing pipeline applied to academic literature. Grounded in domain-specific pretrained models such as SciBERT (Beltagy et al., 2019) and SPECTER (Cohan et al., 2020), it automatically extracts hypotheses, methodologies, findings, and scholarly contributions from full-text papers or abstracts, enabling systematic review automation, research-trend analysis, and science mapping at scale.Bibliometric analysis applies statistical and mathematical methods to bibliographic records — publications, citations, authors, journals, and keywords — to measure and map the structure, output, and intellectual evolution of a research field. It is widely used to identify influential works, prolific authors, productive journals, collaboration networks, and emerging research themes across any academic discipline.
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ScholarGatePorovnať metódy: Scientific Text Mining · Bibliometric Analysis. Získané 2026-06-18 z https://scholargate.app/sk/compare