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Table 2 Overview of the preliminary and final labels per topic

From: X-ray fluorescence (XRF) on painted heritage objects: a review using topic modeling

topic

Preliminary labels

Final labels

T1

XRF techniques for elemental analysis

The development and optimization of XRF instruments and methods for elemental analysis of layered heritage objects

T2

Archaeological pottery

Archaeological pottery

T3

Paints

Modern manufactured painting materials

T4

X-ray spectroscopic techniques (including SEM–EDX)

Multi-analytical approaches for stratigraphic analysis of painted heritage objects

T5

Different archaeological artefacts (including walls, mural paintings, wooden objects)

Multi-analytical approaches for studying the conservation state of immovable heritage

T6

Pigments

Pigments

T7

Glass and illuminated manuscripts

Glass-based objects, illuminated manuscripts and stoneware decorative objects

T8

Painting materials and techniques

Painting materials and techniques

T9

Imaging techniques for the study of easel paintings (including MA-XRF scanning)

Imaging techniques for the study of easel paintings (including MA-XRF scanning)

T10

X-ray techniques for the study of paint degradation

Multi-analytical approaches (including SR-based X-ray methods) for the study of degradation products, processes and causes of inorganic yellow pigments in oil paintings