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Record W3146956173 · doi:10.34778/2ze

Distance (Media policy/ Meta journalism)

2021· article· en· W3146956173 on OpenAlexaboutno aff
Stefano Pedrazzi

Bibliographic record

VenueDOCA - Database of Variables for Content Analysis · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicMedia Studies and Communication
Canadian institutionsnot available
Fundersnot available
KeywordsNewspaperCompetitor analysisJournalismMedia policySociologyPolitical sciencePublic relationsBusinessMedia studiesMarketingLaw

Abstract

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The variable “distance” reflects the competitive relationships that exist between media organizations and outlets in terms of journalistic, economic and media policy interests, which can lead to reporting differences in media self-coverage (Pointner, 2010). This is due to the special situation that in the case of media self-coverage, both the reporting unit and the covered subject originate from the media sector. Several studies have shown that media organizations strategically use self-coverage to pursue their own interests, to legitimize their actions or to differentiate themselves from their competitors (Beck, 2001; Gilens & Hertzman, 2000; Hackett & Uzelman, 2003; Kemner, Scherer, & Weinacht, 2008; Lichtenstein, 2011; Löblich, 2011; Maier & Dogruel, 2016; Müller & Donsbach, 2006; Pointner, 2010; Snider & Page, 1997; Uzelman, Hackett, & Stewart, 2005; Weiß, 1986). Field of application/Theoretical foundation The variable serves as an indicator of potential conflicts of roles, interests and objectives at organizational level, which can lead to unbalanced or biased reporting. Example study Pointner (2010) Information on Pointner, 2010 Research interest: The study examines whether and how economic interests of media companies are reflected in the reporting on media companies. Object of analysis: A sample (one artificial day per month, all articles covering media companies) was drawn from four national German daily newspapers. Time frame of analysis: January 1, 1992 to December 31, 2006 Information about variable Level of analysis: article Coding logic: The relationship between the reporting unit and the covered subject is recorded on two levels. First, a distinction is made with regard to the media sector, i.e. whether the reporting concerns a subject originating from the same sector (intramedial, e.g. print observes print) or from a different sector (intermedial, e.g. print observes broadcasting). Within the intramedial level, a further distinction is made with regard to the organizational affiliation: Codes indicate whether the reporting relates to the own company (direct self-observation), affiliated companies of the own company (indirect self-observation), one or more direct competitors operating within the same media sector in the same media submarket (direct competitor observation), affiliated companies of competitors (indirect competitor observation) or media companies of other genres within the own media sector (general observation) (Pointner, 2010). For the implementation, it is recommended to first code the outlet in which a contribution appears, as well as separately code the outlet and the media sector that is the main subject of the coverage. Based on this, the assignment can be made with the help of an affiliation list of the outlets and affiliated companies of the publishing houses, media companies or media sectors investigated. However, it should be mentioned that in connection with the horizontal diversification of media companies into other media sectors and increasing convergence, the differentiation into intramedial and intermedial as well as direct and indirect is becoming increasingly difficult. Values: intramedial direct self-observation intramedial indirect self-observation intramedial direct competitor observation intramedial indirect competitor observation intramedial general observation intermedial Intercoder reliability: Holsti’s coefficient of .94 across categories (6 coders), not specified for individual category Codebook not available References Beck, K. (2001). Medienberichterstattung über Medienkonzentration. Publizistik, 46(4), 403-424. doi: 10.1007/s11616-001-0121-3 Gilens, M., & Hertzman, C. (2000). Corporate Ownership and News Bias: Newspaper Coverage of the 1996 Telecommunications Act. The Journal of Politics, 62(2), 369-386. doi: 10.1111/0022-3816.00017 Hackett, R. A., & Uzelman, S. (2003). Tracing Corporate Influences on Press Content: a summary of recent NewsWatch Canada Research. Journalism Studies, 4(3), 331-346. doi: 10.1080/14616700306486 Kemner, B., Scherer, H., & Weinacht, S. (2008). Unter der Tarnkappe. Publizistik, 53(1), 65-84. doi: 10.1007/s11616-008-0006-9 Lichtenstein, D. (2011). Kommerzialisierung des Medienjournalismus? Eine empirische Untersuchung zum „Fall Berliner Zeitung“. M&K Medien & Kommunikationswissenschaft, 59(2), 216-234. doi: 10.5771/1615-634x-2011-2-216 Löblich, M. (2011). Frames in der medienpolitischen Öffentlichkeit. Publizistik, 56(4), 423-439. doi: 10.1007/s11616-011-0129-2 Maier, D., & Dogruel, L. (2016). Akteursbeziehungen in der Zeitungsberichterstattung über die Online-Aktivitäten des öffentlich-rechtlichen Rundfunks. Publizistik, 61(2), 145-166. doi: 10.1007/s11616-016-0258-8 Müller, D., & Donsbach, W. (2006). Unabhängigkeit von wirtschaftlichen Interessen als Qualitätsindikator im Journalismus. In S. Weischenberg, W. Loosen, & M. Beuthner (Eds.), Medien-Qualitäten: Öffentliche Kommunikation zwischen ökonomischem Kalkül und Sozialverantwortung (pp. 129-147). Konstanz: UVK. Pointner, N. (2010). In den Fängen der Ökonomie? Ein kritischer Blick auf die Berichterstattung über Medienunternehmen in der deutschen Tagespresse. Wiesbaden: VS Verlag für Sozialwissenschaften. Snider, J. H., & Page, B. I. (1997). Does Media Ownership Affect Media Stands? The Case of the Telecommunications Act of 1996. Institute for Policy Resarch at Northwestern University (IPR working papers 97-12). Uzelman, S., Hackett, R. A., & Stewart, J. (2005). Covering Democracy's Forum: Canadian Press Treatment of Public and Private Broadcasting. Critical Studies in Media Communication, 22(2), 156-169. doi: 10.1080/07393180500072053 Weiß, H.-J. (1986). Rundfunkinteressen und Pressejournalismus. Abschließende Analysen und Anmerkungen zu zwei inhaltsanalytischen Zeitungsstudien. Media Perspektiven, 2(86), 53-73.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.007
metaresearch head score (Gemma)0.054
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.042
Threshold uncertainty score0.139

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.054
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0060.009
Science and technology studies0.0020.003
Scholarly communication0.0080.007
Open science0.0010.004
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0420.007

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.143
GPT teacher head0.357
Teacher spread0.214 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

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Published2021
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Same venueDOCA - Database of Variables for Content AnalysisSame topicMedia Studies and CommunicationFrench-language works237,207