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Record W2099233681 · doi:10.4212/cjhp.v64i4.1033

Of Silos and Systems: The Issue of Regionalizing Health Care

2011· article· en· W2099233681 on OpenAlexaffvenueabout
Scot H. Simpson

Bibliographic record

VenueThe Canadian Journal of Hospital Pharmacy · 2011
Typearticle
Languageen
FieldHealth Professions
TopicPrimary Care and Health Outcomes
Canadian institutionsUniversity of Alberta
Fundersnot available
KeywordsHealth careBusinessHRHISPopulationPublic healthAccountabilityCorporate governanceHealth policyCommunity healthPublic administrationPublic relationsPolitical scienceNursingMedicineEnvironmental healthFinance

Abstract

fetched live from OpenAlex

Regionalization refers to the creation of an intermediary administrative and governance structure (often referred to as a regional health authority or board) that assumes respon sibility for organizing and delivering health care services to a defined population. The formation of a regional health board shifts the responsibility for decisions about funding and allocating health care resources away from both individual organizations (for example, a community hospital board) and the provincial ministry of health. The main goals of regionalization are to help contain rising health care costs (through economies of scale), to improve responsiveness to and accountability for population health needs, and to increase public participation in health care decision-making. In essence, the responsibility for providing health care services moves away from the “silos” of fragmented, individual organizations (as just one example, before regionalization in Saskatchewan, the province had more than 400 individual health care organizations, such as acute care hospitals and community care groups) to a “system” of health care that is delivered in an integrated fashion by a single regional organization. Regionalization of health care delivery began in the late 1980s and early 1990s in all provinces except Ontario. These initiatives were undertaken in response to observations from a number of federal and provincial commissions, task forces, and public forums aimed at finding ways to improve the health care system. Each province has developed regional health boards that vary in number, scope of responsibilities, and membership. While some provinces have separate boards to oversee institutional and community services, most have regional health boards with a wide range of responsibilities, including medical clinics, health promotion and prevention, youth and family services, public health, cancer care, mental health, hospitals, and residential care programs. In most provinces, the members of regional health boards are appointed by the provincial minister of health. Although there are a number of recognized challenges associated with operating an effective regional health board, I will focus on just 4 of these. One fundamental challenge is the requirement to characterize the relative importance of a wide variety of health care needs within the region. Advocates believed that regionalization would create equity of allocation of health care services; however, with the closure of many small-town hospitals and an apparent shift in power to urban centres, some would argue against this belief. To help make appropriate and equitable decisions, regional health boards would ideally use a valid and dynamic funding formula. However, such formulas require a complex amount of individual-level data, which reflects the second challenge: although individual-level data enable us to identify and account for important factors influencing health care needs, it is often difficult to access highquality, reliable epidemiological data. Ironically, the human resources and infrastructure needed to effectively gather and interpret this information may in fact exacerbate the problem of higher health care expenditures. A third challenge to the operation of regional health boards is the fact that many boards have limited authority to control major expenditures, such as physician fees and drug costs, as well as limited authority to create policy. Without devolution of power from provincial ministries of health, regional boards become another layer of administration in the health care system. Finally, public representation on regional health boards may be one of the biggest challenges of all. Although having such representation reflects a noble intent, selection of public members can be difficult. For example, if only one member of the public is involved on a particular board, it is critical to demonstrate that the individual selected speaks for the needs of all residents within the region. Inclusion of a public member with a vested interest in a limited number of issues can be harmful not only to the internal decision-making process of the

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)0.050
metaresearch head score (Gemma)0.064
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: Commentary
Teacher disagreement score0.977
Threshold uncertainty score0.265

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0500.064
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.002
Bibliometrics0.0040.005
Science and technology studies0.0140.108
Scholarly communication0.0250.048
Open science0.0040.019
Research integrity0.0100.014
Insufficient payload (model declined to judge)0.0080.001

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 head0.099
GPT teacher head0.407
Teacher spread0.308 · 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

Citations13
Published2011
Admission routes3
Has abstractyes

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