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Record W4285583979 · doi:10.51952/9781529208689.ch005

Privatization, Hybridization and Resistance in Contemporary Care Work

2020· book-chapter· en· W4285583979 on OpenAlexaboutno aff
Pat Armstrong, Donna Baines

Bibliographic record

VenueBristol University Press eBooks · 2020
Typebook-chapter
Languageen
FieldSocial Sciences
TopicDigital Economy and Work Transformation
Canadian institutionsnot available
Fundersnot available
KeywordsResistance (ecology)Work (physics)SociologyPolitical scienceEngineeringBiologyMechanical engineering

Abstract

fetched live from OpenAlex

This chapter identifies seven forms of overlapping and interwoven privatization. In the current era of austerity, privatization has been able to extend its reach through these integrated processes and, in some cases, operate almost by stealth as an overarching ideological force that legitimizes private-market relations in places where it once would have been thought to be contrary to a public sector ethic of entitlement and equity. This is a growing dynamic across many public and non-profit/voluntary services and organizations. The chapter discusses the seven forms of privatization in the provision of long-term residential or nursing home care for older people in Ontario, Canada and in the UK. Private ownership is commonly thought to be the only or main form of privatization, but austerity analyses can be more incisive and specific, with a greater awareness of the complexity and multiplexity of the forms of privatization operating within formerly public and non-profit spaces. The chapter then looks at resistance in the sphere of care for older people, some of which has been successful.

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: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.994
Threshold uncertainty score0.767

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.029
GPT teacher head0.203
Teacher spread0.174 · 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 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

Citations0
Published2020
Admission routes1
Has abstractyes

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