Back to Search Start Over

Can artificial intelligence replace manual search for systematic literarure review on cutaneous manifestations in primary Sjögren’s syndrome?

Authors :
Laurent Misery
Valérie Devauchelle-Pensec
Alain Saraux
Pascal Redou
Laure Orgeolet
Nathan Foulquier
Jacques-Olivier Pers
Service de dermatologie (Dermato - BREST)
Centre Hospitalier Régional Universitaire de Brest (CHRU Brest)
Lymphocyte B et Auto-immunité (LBAI)
Université de Brest (UBO)-Institut Brestois Santé Agro Matière (IBSAM)
Université de Brest (UBO)-Institut National de la Santé et de la Recherche Médicale (INSERM)
Hôpital Morvan - CHRU de Brest (CHU - BREST )
CHRU Brest - Service de Rhumatologie (CHU - BREST - Rhumato)
Michel, Geneviève
Laboratoire de Traitement de l'Information Medicale (LaTIM)
Université de Brest (UBO)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre Hospitalier Régional Universitaire de Brest (CHRU Brest)-IMT Atlantique (IMT Atlantique)
Institut Mines-Télécom [Paris] (IMT)-Institut Mines-Télécom [Paris] (IMT)-Institut Brestois Santé Agro Matière (IBSAM)
Université de Brest (UBO)
Centre Européen de Réalité Virtuelle
Laboratoire d'Informatique des Systèmes Complexes (LISYC)
École Nationale d'Ingénieurs de Brest (ENIB)-Université de Brest (UBO)-Institut Brestois du Numérique et des Mathématiques (IBNM)
Université de Brest (UBO)-Université de Brest (UBO)-École Nationale Supérieure de Techniques Avancées Bretagne (ENSTA Bretagne)-École Nationale d'Ingénieurs de Brest (ENIB)-Université de Brest (UBO)-Institut Brestois du Numérique et des Mathématiques (IBNM)
Université de Brest (UBO)-Université de Brest (UBO)-École Nationale Supérieure de Techniques Avancées Bretagne (ENSTA Bretagne)
Lymphocytes B, Autoimmunité et Immunothérapies (LBAI)
Université de Brest (UBO)-Institut National de la Santé et de la Recherche Médicale (INSERM)-LabEX IGO Immunothérapie Grand Ouest
Nantes Université (Nantes Univ)-Nantes Université (Nantes Univ)-Institut Brestois Santé Agro Matière (IBSAM)
Université de Brest (UBO)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre Hospitalier Régional Universitaire de Brest (CHRU Brest)-IMT Atlantique Bretagne-Pays de la Loire (IMT Atlantique)
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.

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