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Record W3154294864 · doi:10.26180/14400965.v1

Reimagining Australia: reading the nation in literature after 2007

2021· dissertation· en· W3154294864 on OpenAlexaboutno aff
Matilda Rose Grogan

Bibliographic record

VenueFigshare · 2021
Typedissertation
Languageen
FieldSocial Sciences
TopicAustralian History and Society
Canadian institutionsnot available
Fundersnot available
KeywordsMulticulturalismSubjectivityColonialismIndigenousReading (process)Gender studiesPostcolonialism (international relations)RefugeeCanadian literatureSociologyState (computer science)Construct (python library)Media studiesHistoryAestheticsLiteraturePolitical scienceArtEpistemologyLaw

Abstract

fetched live from OpenAlex

This thesis analyses eleven works of contemporary Australian literature published between 2007 and 2018. I position these works as part of a resurgent literary multiculturalism emerging over the past decade or so. These texts give voice to migrants and asylum seekers, examine multiculturalism’s inherent tensions, interrogate xenophobic stereotypes, and question the ongoing presence of settlers on Indigenous lands. I borrow the concept of the “state-of-the-nation” text from British and US literary studies to analyse how these writers construct representations of contemporary Australia that are assertive and provocative, opening space to challenge and resist a dominant discourse based on settler-colonial subjectivity.

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)0.005
metaresearch head score (Gemma)0.007
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.073
Threshold uncertainty score0.146

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.007
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0040.005
Science and technology studies0.0100.010
Scholarly communication0.0090.006
Open science0.0010.004
Research integrity0.0020.004
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 head0.064
GPT teacher head0.352
Teacher spread0.287 · 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 designTheoretical or conceptual
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".

Quick stats

Citations0
Published2021
Admission routes1
Has abstractyes

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