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Record W4239635313 · doi:10.32920/ryerson.14647146.v1

Political discourse, the media and campaign communications: a grounded theory analysis of how the 2011 General Election was manifested in unsigned editorials in The Globe and Mail and The National Post

2021· preprint· en· W4239635313 on OpenAlexaboutno aff
Anne M. Murray

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldSocial Sciences
TopicQualitative Research Methods and Applications
Canadian institutionsnot available
Fundersnot available
KeywordsGeneral electionGrounded theoryParliamentNewspaperIdeologyPoliticsOpposition (politics)PhenomenonGlobeHouse of CommonsPeriod (music)Media studiesPolitical scienceQualitative researchSociologyLawSocial scienceEpistemologyPsychology

Abstract

fetched live from OpenAlex

Traditionally, the Canadian political environment has been predicated on a left-right ideological split, with the Liberal Party of Canada (LPC) on the left and iterations of the Conservative Party of Canada (CPC) on the right (Cochrane, 2010). However, this changed after the 2011 General Election when the NDP won enough seats in Parliament (102, an increase of 65 seats from the last election) to form the Official Opposition. The LPC lost a drastic number of seats, from 77 seats to 34 seats (-43), reducing them to third party status in the House of Commons for the first time in history. This paper explores how this phenomenon was manifested in the media by analyzing unsigned editorials in two national English language Canadian newspapers, The Globe and Mail and The National Post, from April 20, 2011 to May 2, 2011. This time period was chosen to reflect the period between expressed public support for the NDP rose above support for the LPC and the end of the campaign on election day. To analyze this phenomenon, this paper uses grounded theory as the methodological framework. Grounded theory is a qualitative and explorative form of research that differs from other forms of qualitative research because the data collection phase and analysis phases of the project are conducted concurrently (Glaser, 1978; Glaser & Strauss, 1967; Strauss, 1987; Strauss & Corbin, 1990; Banks, et al., 2000; Schreiber, 2001; Lindlof & Taylor, 2002; Gibbs, 2007; Charmaz, 2000). This approach provides a flexible framework to explore new phenomena, free of preconceived ideas about findings (Strauss and Corbin, 1998). A series of coding phases - open coding, axial coding, notional coding - are used to identify patterns within the textual data and the observed patterns are used to form theories to explain the phenomenon. The analysis in this paper suggests that prior to the General Election outcome, the NDP emerged as a serious political contender to the CPC. This theory emerges from two patterns observed in the data centred around political discourse and campaign communications. The first observed pattern is how the editorials described each partyʼs leader using a narrative of leadership and capability. The CPC and NDP leaders, whose parties gained the most in the General Election, were described under the narrative of leadership and reflected this narrative in their campaign communications. The second observed pattern was the way certain issues were highlighted in the editorials as salient election issues. These issues - Quebec, healthcare, and the economy - were more closely related to the campaign communications from the NDP and the CPC than they were to the LPC.

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)0.015
metaresearch head score (Gemma)0.017
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.554
Threshold uncertainty score0.888

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0150.017
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0130.014
Science and technology studies0.0150.025
Scholarly communication0.0160.006
Open science0.0020.004
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0020.000

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 head0.136
GPT teacher head0.493
Teacher spread0.357 · 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 designQualitative
Domainnot available
GenreEmpirical

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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Citations0
Published2021
Admission routes1
Has abstractyes

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