MétaCan
Menu
Back to cohort
Record W7017431724

Australia as “the most successful multicultural society in the world”

2021· dissertation· en· W7017431724 on OpenAlexaboutno aff

Bibliographic record

VenueUTS ePRESS (University of Technology Sydney) · 2021
Typedissertation
Languageen
FieldSocial Sciences
TopicCommonwealth, Australian Politics and Federalism
Canadian institutionsnot available
Fundersnot available
KeywordsMulticulturalismTerminologyEquity (law)State (computer science)Power (physics)Government (linguistics)Cognitive reframing
DOInot available

Abstract

fetched live from OpenAlex

This thesis explores in what ways and to what extent Australia's claim to exceptionalism as "the most successful multicultural society in the world" can be supported by evidence.The reiteration of this claim by successive Australian national governments, most recently in 2020, is tested in a series of increasingly focussed analyses.Beginning with a comparison at the international level with other multicultural societies in liberal democracies (Canada, New Zealand, UK, US, Sweden and the Netherlands), the thesis then investigates the nature of power in multicultural Australia on the basis of equity and inclusion, key ideas in the multicultural mantra.What might be expected if "multicultural" is introduced as an additional modifier into claims of being a successful and even the most successful society in the world?Four parameters -those of economic participation and opportunity, state policies on cultural diversity, social equality and opportunity, and levels of human development -are used to test the comparative claims at a global level.These parameters are then applied through a detailed analysis of both formal and informal power positions and structures in Australia.Finding an appropriate single marker of "multicultural" is complex, as there are both objective and subjective factors that can be operationalised.Typically in Australia the current officially sanctioned terminology "culturally and linguistically diverse" (CALD) refers to an ensemble of criteria including at least one of country of own and parents' birth, language spoken at home, faith, and self-identified heritage.Choosing the self-identified cultural/ethnic heritage -of ancestry -as recorded in the Census return captures the subjective aspect and some of the objective overtones.The research then explores how this independent variable is associated with the dependent variable of occupational status as expressed in both professional and income groups.The approach also demonstrates similar patterns in the realms of social, cultural and political power, leadership and influence.The key outcomes point to an apparent hierarchy of power, class and status in which whiteness (Anglo-Celtic and Northern European origin), Abrahamic faith (Christian or xxvii Jewish rather than Muslim), and male gender characterise those who hold the dominant positions across the board.These patterns reflect the persistence of an ethnocracy founded in an earlier period marked by White Australian values and practices, rather than an inclusive and open democracy reflecting multicultural values and opportunities.However the disjunction between rhetoric and reality appears to be bridgeable, should public policy be implemented that better institutionalises the aspirations of equity and inclusion.

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.610
Threshold uncertainty score0.929

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0010.001
Scholarly communication0.0000.000
Open science0.0020.000
Research integrity0.0010.001
Insufficient payload (model declined to judge)0.0010.000

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 head0.025
GPT teacher head0.312
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 teacher head, 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".

Quick stats

Citations0
Published2021
Admission routes1
Has abstractyes

Explore more

Same venueUTS ePRESS (University of Technology Sydney)Same topicCommonwealth, Australian Politics and FederalismFrench-language works237,207