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Record W4313136000 · doi:10.46692/9781447360957.011

Welfare is ‘bad’: bringing it all together

2022· other· en· W4313136000 on OpenAlexaboutno aff

Bibliographic record

Venuenot available
Typeother
Languageen
FieldSocial Sciences
TopicSocial Policy and Reform Studies
Canadian institutionsnot available
Fundersnot available
KeywordsWelfareInternet privacyBusinessComputer scienceEconomicsMarket economy

Abstract

fetched live from OpenAlex

This chapter sets out to encapsulate and affirm all of the empirical materials that have been presented so far in a way that draws together all the different and complex strands. For this reason, it revisits much of what has been recounted already, including some of the most pertinent data excerpts. The aim of this chapter is to suggest that the contemporary ‘welfare imaginary’ has shifted irrevocably, particularly in the time since the embedding of the post-war welfare commons, and to show that, because of this, there is a persistent and pervasive tendency within the liberal welfare regimes of the Anglosphere for welfare provision – a social good originally imagined as something positive and necessary – to be thought of as inherently ‘bad’. I suggest that the contemporary ‘welfare imaginary’ is badly damaged and that the sociology of this drives lived experiences in the context of welfare recipiency. This break or schism in the ‘welfare imaginary’ is something that has been addressed elsewhere. Jensen and Tyler (2015: 471), themselves drawing on a range of sources, note this in the context of the UK in a way that is worth recounting: It is difficult to remember from a contemporary perspective that the Keynesian welfare state was imagined by its original architects as a ‘cradle to grave’ safety-net for citizens: a ‘welfare commons’ of ‘shared risks’ which would function to ameliorate economic and social hardships, injustices and inequalities (see Timmins, 2001; Lowe, 2005; Glennerster, 2007). The landmark publication of the Beveridge Report in 1942 saw people queuing outside government offices in their desire to get their hands on a copy of this blueprint for a new welfare state (Page, 2007: 11) and the report sold over 100,000 copies within a month of its publication. More recently, Fitzpatrick and colleagues (2019) return to T.H. Marshall's idea of a basic minimum standard of social and economic security as a facet of social rights. Drawing on Hoxsey (2011), and with recent reforms in the UK in mind, they make the following observation: These developments beg the question whether social citizenship is entering a post-Marshallian phase, or returning to a pre-Marshallian form; even whether, as Hoxsey suggests of Canada, citizenship is taking on an individualistic and marketised form shorn of its social element. (Fitzpatrick et al, 2019: 5)

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)0.010
metaresearch head score (Gemma)0.020
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: Commentary · Consensus signal: none
Teacher disagreement score0.025
Threshold uncertainty score0.056

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0100.020
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0040.004
Science and technology studies0.0110.050
Scholarly communication0.0250.039
Open science0.0020.017
Research integrity0.0050.011
Insufficient payload (model declined to judge)0.0090.001

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 head0.038
GPT teacher head0.354
Teacher spread0.316 · 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
GenreCommentary

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
Published2022
Admission routes1
Has abstractyes

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