Decision support systems in healthcare: systematic review, meta-analysis and prediction, with example of COVID-19

Abstract

<abstract><sec> <title>Objective</title> <p>The objective of this study was to provide an overview of Decision Support Systems (DSS) applied in healthcare used for diagnosis, monitoring, prediction and recommendation in medicine.</p> </sec><sec> <title>Methods</title> <p>We conducted a systematic review using PRISMA (Preferred Reporting Items for Systematic Reviews and Meta-Analysis) guidelines of articles published until September 2022 from PubMed, Cochrane, Scopus and web of science databases. We used KH coder to analyze included research. Then we categorized decision support systems based on their types and medical applications.</p> </sec><sec> <title>Results</title> <p>The search strategy provided a total of 1605 articles in the studied period. Of these, 231 articles were included in this qualitative review. This research was classified into 4 categories based on the DSS type used in healthcare: Alert Systems, Monitoring Systems, Recommendation Systems and Prediction Systems. Under each category, domain applications were specified according to the disease the system was applied to.</p> </sec><sec> <title>Conclusion</title> <p>In this systematic review, we collected CDSS studies that use ML techniques to provide insights into different CDSS types. We highlighted the importance of ML to support physicians in clinical decision-making and improving healthcare according to their purposes.</p> </sec></abstract>

Public Opinion Mining on Construction Health and Safety: Latent Dirichlet Allocation Approach

“…It has been widely used in many research fields in Japanese, such as sociology, economics, linguistics, and education [34,35]. KH Coder has functions such as word frequency statistics, part-of-speech analysis, clustering, correlation analysis, and visualization (such as histograms and clustering maps) [36]. This study used KH Coder to perform word frequency statistics, part-of-speech analysis, and clustering analysis of keywords and authors and to obtain the visualization results.…”