A Review on the Clinical Impact Identification and Prediction of Academic Papers from the Perspective of Scientometrics
[Purpose/Significance]This paper reviews the relevant literature on the clinical impact identi-fication and prediction of academic papers from the scientometrics to provide reference for promoting scientific research on the clinical impact evaluation.[Method/Process]With the literatures analysis,this paper defined the relevant concepts of clinical impact evaluation of academic papers,clarified its subject attributes,and expounded its motivation.On this basis,it sorted out the quantitative characteristics,identification,and prediction methods of clinical influence,and listed the tools of"cross-border citation"data acquisition.[Result/Conclusion]In terms of identifying and predicting the clinical impact of papers from the perspective of scientometrics,rich achievements have been made.In the future,multidisciplinary and cross-team experts are needed to conduct in-depth theoretical exploration.Accelerate the construction of data infrastructure for clinical impact evaluation;To promote the deep combination of clinical impact evaluation of academic papers and big language model,and create a new chapter of intelligent retrieval and evaluation of multi-dimensional impact of academic papers.