The Public/Private Debate in the Funding, Administration and Delivery of Healthcare in Canada
Bibliographic record
Abstract
To help clarify the confusing debate concerning the public-private divide in Canada and the respective positions of the Romanow and Kirby reports, a new approach is proposed. The funding, administration and delivery of the healthcare "system" is split into distinct analytical categories and then applied to three major coverage groupings: universal public (Canada Health Act) coverage for medically necessary/required services; mixed coverage for drug care, home and long-term care; and private health goods and services. While there were no fundamental differences between Romanow and Kirby concerning the funding of public healthcare in Canada, there were some important differences on issues of administration. In particular, the Romanow report recommended that home mental healthcare services become universally covered under the Canada Health Act as well as fundamental changes to the regulation and administration of prescription drug care. The reports also differed in terms of framing the private delivery question, with the Romanow report questioning whether the evidence justified private-for-profit delivery replacing current private not-for-profit or public arm's length delivery modes.
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 imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.013 | 0.039 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.025 | 0.016 |
| Scholarly communication | 0.010 | 0.004 |
| Open science | 0.004 | 0.003 |
| Research integrity | 0.041 | 0.029 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".