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Record W2472349036 · doi:10.55016/ojs/sppp.v9i1.42583

The Value Proposition of Prevention: The Impacts of Pure North S’Energy Foundation’s Preventive Care Program on Acute Care Utilization in Alberta

2016· article· en· W2472349036 on OpenAlexaffabout
J.C. Herbert Emery

Bibliographic record

VenueThe School of Public Policy Publications · 2016
Typearticle
Languageen
FieldEconomics, Econometrics and Finance
TopicHealthcare Policy and Management
Canadian institutionsUniversity of Calgary
Fundersnot available
KeywordsValue propositionFoundation (evidence)Preventive carePropositionValue (mathematics)MedicineAcute careEnvironmental healthEconomicsHealth carePolitical scienceEconomic growthManagementComputer scienceLaw

Abstract

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This analysis of Pure North S’Energy Foundation’s preventive health services shows that the acute health care cost savings of being pro-active, rather than reactive, and averting chronic disease, are significant, immediate and worth pursuing further. Chronic disease, such as cardiovascular maladies, diabetes, cancer and other long-term illnesses, represents the leading cause of disability and death in Canada. An estimated 25 per cent of expenditures in the public health system go towards treating these frequently avoidable diseases. This health-care cost curve, which sees more money expended on fighting the increase of chronic disease, can be bent, so to speak, through prevention services that offer long-term benefits to people’s health. Preventing disease is not just good for individuals, but for the health system in general, as prevention frees up acute care beds for more timely access by those who need them. The concern for health care decision makers struggling to find dollars to meet current health care needs is that investment in prevention is risky compared spending on medical treatment. It is often expressed that the health cost savings of prevention are too far off in the future and there is a lack of convincing evidence that preventive services and interventions will achieve the health gains expected. Pure North offers participants in its eight-year-old program access to a variety of healthcare practitioners, including doctors, naturopaths, nurses, nurse practitioners and dentists. Participants receive lifestyle counselling and dietary supplements aimed at combating vitamin D insufficiency, obesity, insulin resistance and other problems that can lead to chronic disease. Our study found that participants who stay with the program for two years demonstrate significant reductions in their number of visits to emergency rooms and hospitals. Indeed, after just one year in the program, the number of hospital visits was down 27 per cent and the number of visits for ambulatory care reduced by 14 per cent over a control group matched for age, sex and postal code, who did not participate in the Pure North program. In the second year after joining the program, hospital admissions dropped by 32 per cent for participants aged 55 and over. If these effects could be achieved in the population of Albertans aged 55 to 75, the hospital bed nights freed up per year would be equivalent to adding the acute care bed capacity of the Foothills Medical Centre in Calgary. These figures translate into significant cost differences. The average cost of hospitals, ambulatory care and visits to general practitioners in the year prior to joining Pure North’s program came to $1,320 per individual. Cost reductions in annual health-care utilization among participants ranged from $294 (22 per cent) per person who joined the program to $600 (45 per cent) per person who stayed in the program for at least a year. Two years into the program, a participant could expect to avoid $276 in hospitalization and emergency room costs. The Pure North program is a cost-effective model for preventive health services, resulting in better health and labour productivity for individuals, and considerable savings in public money for the health-care system. Every dollar spent on a participant who stays with the program for at least a year represents a $2.36 benefit in the avoidance of hospitalization and ambulatory care, as well as gains in personal health and productivity. The public health-care system must shift its focus to preventive care if it wants to realize cost savings, efficiency and improved health for Albertans, rather than waiting to treat people until after they become ill with chronic diseases. Pure North offers an important model to help the public system understand how to make that transition to a prevention-oriented mindset.

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)0.002
metaresearch head score (Gemma)0.004
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: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.066
Threshold uncertainty score0.481

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0020.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.002
Science and technology studies0.0030.002
Scholarly communication0.0030.001
Open science0.0030.002
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 head0.046
GPT teacher head0.327
Teacher spread0.281 · 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
Published2016
Admission routes2
Has abstractyes

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