MétaCan
Menu
Back to cohort
Record W7158728703 · doi:10.5281/zenodo.19892203

THE EFFECT OF HEALTH POLICY REGULATIONS ON U.S. AND CANADIAN EXPENDITURES: A COMPARATIVE STUDY (1975–2008)

2025· article· en· W7158728703 on OpenAlexaboutno aff
Chukwuma David Adelakun

Bibliographic record

VenueZenodo (CERN European Organization for Nuclear Research) · 2025
Typearticle
Languageen
FieldHealth Professions
TopicGlobal Health Care Issues
Canadian institutionsnot available
Fundersnot available
KeywordsHealth careEquity (law)Government (linguistics)Medical prescriptionHealthcare policyGross domestic productDescriptive statisticsHealthcare deliveryHealthcare system

Abstract

fetched live from OpenAlex

Over the past several decades, healthcare expenditures in the United States have substantially outpaced those in Canada, both in absolute terms and as a share of Gross Domestic Product (GDP). Between 1975 and 2008, the U.S. healthcare system experienced sustained increases in spending driven by higher costs for hospital care, physician and clinical services, and prescription drugs. This study conducts a comparative and descriptive analysis of healthcare expenditure growth in the United States and Canada, focusing on identifying the structural, economic, and policy-related factors contributing to divergent cost trends. Using secondary data and literature from peer-reviewed journals, government reports, and healthcare databases, the study analyzes spending trajectories, healthcare delivery models, and cost-containment strategies employed by both nations. The findings reveal that Canada's publicly funded, single-payer system has maintained greater cost control and equity in access compared to the market-oriented and fragmented U.S. system, which has led to inefficiencies and disparities in care. Total healthcare expenditures and healthcare spending as a percentage of GDP have been consistently and significantly higher in the United States than in Canada from 1975 to 2008. Key drivers of this disparity include hospital care, physician and clinical services, and prescription drug expenditures. These components have played a major role in the rising costs of healthcare in the U.S., outpacing those in Canada. This study conducts a comprehensive review of existing literature on the rising trajectory of healthcare costs and explores the economic, policy, and systemic factors that have contributed to these increases. It offers a comparative and descriptive analysis of healthcare spending patterns in both countries over the 33-year period, identifying key differences in healthcare financing, service delivery, and policy interventions. Furthermore, the study examines trends in healthcare cost growth, evaluates the efficiency and effectiveness of each country’s healthcare system, and highlights the broader implications of high healthcare expenditures on access, quality of care, and health outcomes. The goal is to provide evidence-based insights that can inform policy reforms aimed at improving cost containment and enhancing healthcare sustainability in both nations

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 distilled prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.

metaresearch head score (Codex)0.002
metaresearch head score (Gemma)0.001
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScience and technology studies, Insufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.419
Threshold uncertainty score1.000

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.001
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0100.000
Scholarly communication0.0000.000
Open science0.0010.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.001

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 head0.066
GPT teacher head0.430
Teacher spread0.365 · 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 teacher head, not a consensus.

Study designNot applicable
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
Published2025
Admission routes1
Has abstractyes

Explore more

Same venueZenodo (CERN European Organization for Nuclear Research)Same topicGlobal Health Care IssuesFrench-language works237,207