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Record W4205558297 · doi:10.46692/9781847421609.007

Informal and voluntary care in Canada: caught in the Act?

2006· other· en· W4205558297 on OpenAlexaboutno aff
Mark W. Skinner, Mark W. Rosenberg

Bibliographic record

Venuenot available
Typeother
Languageen
FieldSocial Sciences
TopicHealthcare innovation and challenges
Canadian institutionsnot available
Fundersnot available
KeywordsBusinessTurnoverEconomicsManagement

Abstract

fetched live from OpenAlex

Introduction Contemporary Western societies are undergoing social, political and economic change as they come to terms with major shifts in the global economy. The adjustment process has been characterised in part by national policies promoting rapid and far-reaching restructuring of economies and societies (Pinch, 1997). Within this context, governments have sought to reconfigure their responsibilities with respect to the provision of public services (Cope and Gilbert, 2001). Although experiences vary considerably within and between nation states, the attendant reworking of central–local relations and public–private responsibilities has facilitated shifts in the nature of both local governance and the organisation and delivery of healthcare services (Lewis and Moran, 1998; Joseph and Knight, 1999). These transformations have had important implications for voluntary organisations, community groups and volunteers, particularly given the challenges these actors face in reconciling increasing demands for care in the home and community with processes of statutory retrenchment and the broader unevenness of healthcare provision (Kearns and Joseph, 1997; Milligan, 1998; Wiles, 2003a). The healthcare sector provides a particularly important example of the dynamic and complex interlinkages between processes of restructuring, shifting forms of governance and voluntarism. In response to the fiscal crisis of the state, health restructuring during the 1980s and 1990s generally involved the application of deregulatory principles to particular services and institutions (Pinch, 1989; Barnett, 2000). This ‘public service restructuring’, as it is generally referred to in human geography and the social sciences, can be seen as an orchestrated set of policies, measures and institutional actions (for example, devolution, privatisation, rationalisation) used by governments to reduce their roles in the funding or delivery of healthcare services (Pinch, 1997). Implicit in this process has been the renegotiation of the roles and responsibilities of the state, civil society and marketplace (Moran, 1999). A common result has been increasing interdependence of the public, private and informal and voluntary sectors in the provision of healthcare services, especially at the local level (Milligan, 2000). A central process in the changing nature of ‘local governance’ (Goodwin and Painter, 1996) has been a move away from state-led, hierarchical coordination of public services towards a greater emphasis on community-based providers. In the health sector, this local community has often been understood to include family, friends and neighbours, all of whom are now expected to play active and direct roles in the delivery of healthcare services (for example, Crampton et al, 2001).

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)0.004
metaresearch head score (Gemma)0.015
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.221
Threshold uncertainty score0.904

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0040.015
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0030.007
Science and technology studies0.0270.012
Scholarly communication0.0120.004
Open science0.0040.008
Research integrity0.0040.007
Insufficient payload (model declined to judge)0.0130.001

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 head0.017
GPT teacher head0.291
Teacher spread0.274 · 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 designObservational
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".

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Citations0
Published2006
Admission routes1
Has abstractyes

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