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Methods for Extracting Relational Data from Unstructured Texts Prior to Network Visualization in Humanities Research Cover

Methods for Extracting Relational Data from Unstructured Texts Prior to Network Visualization in Humanities Research

Open Access
|Nov 2020

Figures & Tables

Table 1

Grandjean’s (2020) taxonomy of network types.

Network TypeDescription
AffiliationMaps connections between companies, institutions, and groups of peoples.
CharacterMaps relationships between fictional characters, character groups, and temporalities.
CirculationMaps transportation means, places, goods, correspondence routes, etc.
Table 2

Integrated nodes and edges table derived from a COI statement.

SourceTargetRelationship Type
Indegene, IncFrank ErnstEmployment
Indegene, IncPeri BarrEmployment
Indegene, IncRiad ElmorEmployment
AkrimaxIndegene, IncFee for Services
etcetcetc
johd-6-21-g1.png
Figure 1

PML Logic Model.

johd-6-21-g2.png
Figure 2

HMA Parser Logic Model.

Table 3

A nodes and edges table generated from the parsing of a simple COI statement.

TargetRelationship TypeSourceConflict Weight
Simon KnightfeesOrganOx UK1
Table 4

Edges and nodes table generated from HMA-parsing of a complex COI statement.

SourceTargetCOI Weight
Personalis Inc.Russ Altman1
Personalis Inc.Russ Altman3
PfizerRuss Altman3
KariusRuss Altman3
Rxight PharmacogeneticsTeri Klein3
Rxight PharmacogeneticsMichelle Whirl Carrillo3
Table 5

PML and HMA parser reliability measured by average ICC, with lower and upper bounds for the 95% confidence interval.

COI LevelPML ParserHMA Parser
ICCLowerUpperICCLowerUpper
Low.772.745.797.722.69.751
Medium.834.814.852.773.747.797
High.506.458.656.618.578.656
Table 6

Number of COI identified by human rater or parser.

HiMediumLow
Human3455051046
HMD192351552
PML203446530
johd-6-21-g3.png
Figure 3

Network map of COI in opioid (left) and HIV (right) research.

DOI: https://doi.org/10.5334/johd.21 | Journal eISSN: 2059-481X
Language: English
Published on: Nov 19, 2020
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2020 S. Scott Graham, Zoltan P. Majdik, Dave Clark, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.