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Table 5 Best prediction quality for the scholarly document category classification; WHO = World Health Organization (COVID-19 Global literature on coronavirus disease); LR = Logistic Regression; P = Precision; R = Recall; F1 = F1 score; A = Accuracy; MA = Macro average; WA = Weighted average

From: Impact of COVID-19 research: a study on predicting influential scholarly documents using machine learning and a domain-independent knowledge graph

Data

ML

Repr.

P

R

F1

A

MA

WA

WHO-4

LR

TF-IDF

0.83

0.84

0.84

0.84

0.84

0.84

WHO-30

LR

TF-IDF

0.92

0.93

0.92

0.93

0.92

0.92