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Population Aging: A Comparison Among Industrialized Countries

2000· article· en· 475 citations· W2157411708 on OpenAlex· 10.1377/hlthaff.19.3.191

Why is this work in the frame?

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

About CanadaIts subject is Canada, wherever its authors sit.

No Canadian affiliation. An affiliation-only frame — the usual design — would never have seen this work. It is one of the works that make the case for inverting the frame.

Machine scores (provisional)

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

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.

Opus teacher head0.069
GPT teacher head0.469
Teacher spread
0.400 · how far apart the two teachers sit on this one work
Validation status
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Abstract

Increasing longevity and declining fertility rates are shifting the age distribution of populations in industrialized countries toward older age groups. Some countries will experience this demographic shift before others will. In this DataWatch we compare the effects of population aging on health spending, retirement policies, use of long-term care services, workforce composition, and income across eight countries: Australia, Canada, France, Germany, Japan, New Zealand, the United Kingdom, and the United States. International comparisons suggest that the United States is generally well positioned to cope with population aging; however, three areas should be carefully monitored: heavy reliance on private-sector funding of retirement, coverage of pharmaceuticals for the elderly, and a high proportion of private long-term care financing.

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.

The record

Venue
Health Affairs
Topic
Global Health Care Issues
Field
Health Professions
Canadian institutions
Funders
Keywords
WorkforceDeveloped countryPopulation ageingPopulationLong-term careLongevityHealth careAging in the American workforceDemographic economicsBusinessEconomic growthEconomicsGerontologyEnvironmental healthMedicine
Has abstract in OpenAlex
yes