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Can artificial intelligence replace manual search for systematic literarure review on cutaneous manifestations in primary Sjögren’s syndrome?
- Source :
- EULAR 2019, EULAR 2019, Jun 2019, MADRID, Spain, Rheumatology, Rheumatology, 2019, ⟨10.1093/rheumatology/kez370⟩, Rheumatology, Oxford University Press (OUP), 2019, ⟨10.1093/rheumatology/kez370⟩
- Publication Year :
- 2019
- Publisher :
- HAL CCSD, 2019.
-
Abstract
- Objectives Manual systematic literature reviews are becoming increasingly challenging due to the sharp rise in publications. The primary objective of this literature review was to compare manual and computer software using artificial intelligence retrieval of publications on the cutaneous manifestations of primary SS, but we also evaluated the prevalence of cutaneous manifestations in primary SS. Methods We compared manual searching and searching with the in-house computer software BIbliography BOT (BIBOT) designed for article retrieval and analysis. Both methods were used for a systematic literature review on a complex topic, i.e. the cutaneous manifestations of primary SS. Reproducibility was estimated by computing Cohen’s κ coefficients and was interpreted as follows: slight, 0–0.20; fair, 0.21–0.40; moderate, 0.41–0.60; substantial, 0.61–0.80; and almost perfect, 0.81–1. Results The manual search retrieved 855 articles and BIBOT 1042 articles. In all, 202 articles were then selected by applying exclusion criteria. Among them, 155 were retrieved by both methods, 33 by manual search only, and 14 by BIBOT only. Reliability (κ = 0.84) was almost perfect. Further selection was performed by reading the 202 articles. Cohort sizes and the nature and prevalence of cutaneous manifestations varied across publications. In all, we found 52 cutaneous manifestations reported in primary SS patients. The most described ones were cutaneous vasculitis (561 patients), xerosis (651 patients) and annular erythema (215 patients). Conclusion Among the final selection of 202 articles, 155/202 (77%) were found by the two methods but BIBOT was faster and automatically classified the articles in a chart. Combining the two methods retrieved the largest number of publications.
- Subjects :
- Vasculitis
PubMed
[SDV.IMM] Life Sciences [q-bio]/Immunology
[SDV]Life Sciences [q-bio]
Skin Diseases
skin manifestation
030207 dermatology & venereal diseases
03 medical and health sciences
0302 clinical medicine
Rheumatology
Artificial Intelligence
Computer software
Prevalence
Medicine
Humans
Pharmacology (medical)
Cutaneous Vasculitis
ComputingMilieux_MISCELLANEOUS
Natural Language Processing
030203 arthritis & rheumatology
Skin manifestations
Publishing
business.industry
Pruritus
systematic literature review
Reproducibility of Results
Sharp rise
Annular erythema
[SDV] Life Sciences [q-bio]
Systematic review
Sjogren's Syndrome
Cheilitis
Erythema
Sjogren’s syndrome
[SDV.IMM]Life Sciences [q-bio]/Immunology
Artificial intelligence
Sjogren s
Periodicals as Topic
business
Software
Systematic Reviews as Topic
Subjects
Details
- Language :
- English
- ISSN :
- 14620324 and 14602172
- Database :
- OpenAIRE
- Journal :
- EULAR 2019, EULAR 2019, Jun 2019, MADRID, Spain, Rheumatology, Rheumatology, 2019, ⟨10.1093/rheumatology/kez370⟩, Rheumatology, Oxford University Press (OUP), 2019, ⟨10.1093/rheumatology/kez370⟩
- Accession number :
- edsair.doi.dedup.....015c9c87637d07fe6e586a3603ad49fd