MétaCan
Menu
Back to cohort
Record W7128744758 · doi:10.26180/4664515

Comparing approaches to internal immigration enforcement: a study of Australia and Canada

2017· dissertation· W7128744758 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

aboutThe title or abstract carries a Canadian signal from the geographic lexicon.
no affNo Canadian affiliation: this work is invisible to an affiliation-only frame.
No Canadian affiliation. An affiliation-only frame, the usual design, would never have seen this work. It is one of the works that make the case for inverting the frame.

Bibliographic record

VenueMonash University · 2017
Typedissertation
Language
FieldSocial Sciences
TopicCommonwealth, Australian Politics and Federalism
Canadian institutionsnot available
Fundersnot available
KeywordsImmigrationEnforcementDeportationCharterImmigration lawHuman rightsImmigration detentionImmigration policy

Abstract

fetched live from OpenAlex

Viewed through the lens of a peacemaking criminology, this thesis examines and compares how Australia and Canada each operationally approach internal immigration enforcement—namely, how each identifies, arrests, detains, and removes temporary non-citizens who initially entered their territories lawfully, yet subsequently violated immigration law. Central to this inquiry is an examination of whether or not Canada’s policing approach to internal immigration enforcement, when compared to Australia’s non-policing approach, noticeably impacts operational outcomes. Finally, this thesis examines whether the presence of a national constitutional bill of rights (hereinafter referred to as a bill of rights)—such as the Canadian Charter of Rights and Freedoms—affords non-citizens facing internal immigration enforcement actions greater protection against potential legal, civil, and human rights violations. Being an exploratory study, this thesis takes a mixed methodological approach in its analysis—primarily drawing on a combination of document review, case study examination, and basic quantitative analysis to compare internal immigration enforcement in both Australia and Canada. Notwithstanding significant challenges in obtaining government data concerning internal immigration enforcement outcomes, sufficient information was attained to comprehensively examine how each nation identifies, arrests, detains, and removes non-citizens believed to be in violation of immigration law. Though limitations exist, the findings of this thesis nevertheless provide new insight into the operational approaches Australia and Canada each take toward internal immigration enforcement. The most pronounced finding of this thesis was that irrespective of whether a policing or non-policing approach to internal immigration enforcement is taken, in the absence of legal safeguards aimed toward protecting the fundamental rights and freedoms of non-citizens facing internal immigration enforcement, outcomes predictably will resemble what Pepinsky and Quinney (1991) describe as being non-peaceful and warlike in nature. Further to this finding was that Canada has surpassed Australia in implementing administrative review processes focused on promoting the tenets of natural justice and protecting the innate rights and freedoms of non-citizens facing internal immigration enforcement actions. Specifically, the 1982 enactment of the Canadian Charter of Rights and Freedoms has resulted in all law in Canada (including the Immigration and Refugee Protection Act) to be administered and enforcement in a manner that assists in guaranteeing fundamental rights and freedoms are at all times observed and respected. Irrespective of the fact that Canada Border Services Agency officers are empowered as peace officers (law enforcement officers), trained in the same manner as police, and armed, this thesis did not find Canada’s policing approach resulted in more non-peaceful or warlike operational outcomes when compared to Australia’s non-policing approach. Conversely, it was found Australia’s longstanding policy of mandatory detention and automatic removal resulted in a much higher propensity for erroneous and unlawful internal immigration enforcement outcomes occurring—including evidence suggesting hundreds of unlawful incidents of detention, and even removal, have transpired over the past decade. Temporary non-citizens facing internal immigration enforcement actions generally are highly vulnerable to potential legal, civil, and human rights abuse. Considering that each year hundreds of millions of people temporarily enter a nation other than their nation of citizenship to visit, work, or study, it is imperative for our global economic success, as well as for civil society, that the rights and freedoms of temporary global migrants be vigorously safeguarded – failure to do so can unquestionably have significant social, political, and economic consequences for nations that fail to recognise the importance of protecting the innate rights of their temporary guests.

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.

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 categoriesMeta-epidemiology (narrow), Science and technology studies
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.076
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0000.000
Science and technology studies0.0020.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.175
GPT teacher head0.310
Teacher spread0.135 · 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