Three gaps in computational text analysis methods for social sciences: A research agenda

C Baden, C Pipal, M Schoonvelde… - Communication …, 2022 - Taylor & Francis
We identify three gaps that limit the utility and obstruct the progress of computational text
analysis methods (CTAM) for social science research. First, we contend that CTAM …

Taking stock of the toolkit: An overview of relevant automated content analysis approaches and techniques for digital journalism scholars

JW Boumans, D Trilling - Rethinking Research Methods in an Age …, 2018 - taylorfrancis.com
When analyzing digital journalism content, journalism scholars are confronted with a
number of substantial differences compared to traditional journalistic content. The sheer …

Quantitative analysis of large amounts of journalistic texts using topic modelling

C Jacobi, W Van Atteveldt… - … Research Methods in an …, 2018 - taylorfrancis.com
The huge collections of news content which have become available through digital
technologies both enable and warrant scientific inquiry, challenging journalism scholars to …

Behavioral effects of framing on social media users: How conflict, economic, human interest, and morality frames drive news sharing

S Valenzuela, M Piña, J Ramírez - Journal of communication, 2017 - academic.oup.com
We hypothesize that generic frames influence what news people share on Facebook and
Twitter through three different routes: emotions, motivations, and psychological engagement …

From newsworthiness to shareworthiness: How to predict news sharing based on article characteristics

D Trilling, P Tolochko… - Journalism & mass …, 2017 - journals.sagepub.com
People increasingly visit online news sites not directly, but by following links on social
network sites. Drawing on news value theory and integrating theories about online identities …

More than bags of words: Sentiment analysis with word embeddings

E Rudkowsky, M Haselmayer, M Wastian… - Communication …, 2018 - Taylor & Francis
Moving beyond the dominant bag-of-words approach to sentiment analysis we introduce an
alternative procedure based on distributed word embeddings. The strength of word …

Comparing disaster news on Twitter and television: An intermedia agenda setting perspective

S Valenzuela, S Puente, PM Flores - Journal of Broadcasting & …, 2017 - Taylor & Francis
Intermedia agenda setting predicts a high degree of convergence between news media
agendas. However, the rise of social media forces a re-examination of this expectation …

Computational identification of media frames: Strengths, weaknesses, and opportunities

T Nicholls, PD Culpepper - Political Communication, 2021 - Taylor & Francis
With the availability of large volumes of electronic communications data and the increasing
sophistication of computational techniques, the development of automated approaches for …

Capturing a news frame–comparing machine-learning approaches to frame analysis with different degrees of supervision

O Eisele, T Heidenreich, O Litvyak… - Communication …, 2023 - Taylor & Francis
The empirical identification of frames drawing on automated text analysis has been
discussed intensely with regard to the validity of measurements. Adding to an evolving …

In validations we trust? The impact of imperfect human annotations as a gold standard on the quality of validation of automated content analysis

H Song, P Tolochko, JM Eberl, O Eisele… - Political …, 2020 - Taylor & Francis
Political communication has become one of the central arenas of innovation in the
application of automated analysis approaches to ever-growing quantities of digitized texts …