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Record W7115813212

THE ‘POOR COUSIN’ OF HEALTH POLICY - COMPARING HOME CARE POLICY CHANGE IN ONTARIO AND SASKATCHEWAN IN THE ERA OF AUSTERITY

2024· dissertation· en· W7115813212 on OpenAlexfundaboutno aff

Bibliographic record

VenueMacSphere (McMaster University) · 2024
Typedissertation
Languageen
FieldHealth Professions
TopicGeriatric Care and Nursing Homes
Canadian institutionsnot available
FundersUniversidad SurcolombianaHealth CanadaOntario Medical AssociationWorld Health Organization
KeywordsAusterityHealth carePublic policyHealth policyHealth care reformSocial policyHome healthHealthcare policy
DOInot available

Abstract

fetched live from OpenAlex

As Canada’s older demographic has expanded in recent decades, increasing attention has been focused on home care as part of a broader trend in health reform emphasizing Aging-in-Place. However, despite this, public home care policies and programs across Canada have generally stagnated over the same period, struggling to keep up with growing demand. To help understand why this has happened, this study compares the evolution of home care policies in Ontario and Saskatchewan from the late 1980s to early 2000s using a process-tracing approach. It finds that policy legacies established by early institutional decisions in each province’s home care program shaped the ideas of policymakers and empowered some interest groups over others to cause divergent home care reform choices in response to common challenges experienced within each province’s health system. These reform trajectories set Ontario and Saskatchewan on different reform paths,which occurred despite increased interest in seeing home care play a greater role in each province’s health system. However, the study also identified provincially distinct dynamics by which home care found itself temporarily the focus of increased attention from governments. Specifically, distinct legacies of policy decisions made in the early years of each province’s home care program formation led to the establishment of different ideas regarding home care’s potential as a cost-saving alternative to acute care. These provincially distinct decisions in home care program development also established a unique arrangement of stakeholders in home care, who had differing degrees of influence on policy directions considered during the study period. The thesis concludes by suggesting that home care’s historically marginal role as the “poor cousin” of provincial healthcare systems is the result of a lack of sustained interest from policymakers in investing in home care for the sake of home care, rather than as a means of achieving ulterior goals in health system reform.

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)0.012
metaresearch head score (Gemma)0.031
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.744
Threshold uncertainty score0.863

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0120.031
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0030.008
Science and technology studies0.0090.007
Scholarly communication0.0050.003
Open science0.0030.004
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0030.000

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 head0.041
GPT teacher head0.333
Teacher spread0.292 · 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 designQualitative
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".

Quick stats

Citations0
Published2024
Admission routes2
Has abstractyes

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