Informal and voluntary care in Canada: caught in the Act?
Bibliographic record
Abstract
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).
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.004 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.007 |
| Science and technology studies | 0.027 | 0.012 |
| Scholarly communication | 0.012 | 0.004 |
| Open science | 0.004 | 0.008 |
| Research integrity | 0.004 | 0.007 |
| Insufficient payload (model declined to judge) | 0.013 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".