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Record W4398249663 · doi:10.22329/csw.v25i1.8266

In bed with the state

2024· article· en· W4398249663 on OpenAlexaffvenueabout
R. P. Pereira

Bibliographic record

VenueCritical Social Work · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicIndigenous Health, Education, and Rights
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsState (computer science)Environmental scienceGeologyComputer scienceProgramming language

Abstract

fetched live from OpenAlex

The aim of this paper is to unsettle dominant discourses about the state and forensic social work though “dehistoricization” through two historical case studies from Canada: the eugenics movement and the Indian Act. This critical and structural analysis will demonstrate how the state historically and contemporarily disproportionately disadvantages disabled and Indigenous peoples independently and intersectionally through social control tactics. Using a conceptual framework from Foucault’s History of the Present approach, I problematize how historical practices manifest in present-day technologies of the state. I also utilized Blackstock’s Touchstones of Hope, a model for reconciliation in children’s services through four phases: Truth Telling, Acknowledging, Restoring, and Relating. After situating myself in the work, I will then articulate the key concepts including forensic social work, the state, intersectionality, and settler colonialism followed by the dominant historical discourses in forensic social work. Next, I dehistoricize the eugenics movement and the Indian Act as case studies to demonstrate how the state used and uses social control tactics of surveillance, categorization, segregation, and containment of disabled and Indigenous peoples. Contemporary forensic social work practices with disabled and Indigenous peoples will demonstrate that the historical practices continue in the present. I conclude with a call for reconciliation and transformative change.

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)0.001
metaresearch head score (Gemma)0.002
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 score0.224
Threshold uncertainty score0.445

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.002
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0160.018
Scholarly communication0.0060.003
Open science0.0010.005
Research integrity0.0010.004
Insufficient payload (model declined to judge)0.0290.003

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 head0.016
GPT teacher head0.349
Teacher spread0.333 · 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".

Quick stats

Citations1
Published2024
Admission routes3
Has abstractyes

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