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Evaluation of language analysis to summarize the literature: a comparison to traditional meta-analysis in primary hip and knee surgery.

Authors :
Myszewski J
Klossowski E
Schroeder KM
Source :
Regional anesthesia and pain medicine [Reg Anesth Pain Med] 2022 Mar; Vol. 47 (3), pp. 151-154. Date of Electronic Publication: 2021 Dec 14.
Publication Year :
2022

Abstract

Introduction: Sentiment analysis, by evaluating written wording and its context, is a growing tool used in computer science that can determine the level of support expressed in a body of text using artificial intelligence methodologies. The application of sentiment analysis to biomedical literature is a growing field and offers the potential to rapidly and economically explore large amounts of published research and characterize treatment efficacy.<br />Methods: We compared the results of sentiment analysis of 115 article abstracts analyzed in a recently published meta-analysis of peripheral nerve block usage in primary hip and knee arthroplasty to the conclusions drawn by the authors of the original meta-analysis.<br />Results: A moderately positive outlook supporting the utilization of regional anesthesia for hip and knee arthroplasty was found in the 115 articles that were included for analysis, with 46% expressing positive sentiment, 35% expressing neutral sentiment, and 19% of abstracts expressing negative sentiment. This was well aligned with the conclusions reached by a previous meta-analysis of the same articles.<br />Discussion: Sentiment analysis applied to the medical literature can rapidly evaluate large collections of published data and generate an impression of overall findings that are aligned with the findings of a traditional meta-analysis.<br />Competing Interests: Competing interests: None declared.<br /> (© American Society of Regional Anesthesia & Pain Medicine 2022. No commercial re-use. See rights and permissions. Published by BMJ.)

Details

Language :
English
ISSN :
1532-8651
Volume :
47
Issue :
3
Database :
MEDLINE
Journal :
Regional anesthesia and pain medicine
Publication Type :
Academic Journal
Accession number :
34907027
Full Text :
https://doi.org/10.1136/rapm-2021-103261