Canada and the Netherlands: Rhetoric versus Reality in the Evolution of Solidarity Underpinning Universal Health Coverage
Bibliographic record
Abstract
Since the mid-twentieth century, the shared goal of healthcare systems of Canada and the Netherlands has been to achieve broad healthcare access and coverage for citizens despite their health system differences. However, the rhetoric of "state" control in Canada and "market" control in the Netherlands belies very different realities in both countries. A longer historical perspective uncovers the discrepancies between the rhetoric and reality of solidarity that has emerged - and still exists - in both countries. In Canada, universal healthcare is historically seen as an important cultural cornerstone to be facilitated by the state as a public good in the context of institutional paralysis. In contrast, the Dutch system is historically predicated on an ideology of limited state control and healthcare provision by private parties. Yet the historical development of the system shows an ever-growing influence of the state in ensuring universal access to a continually broadening range of health services.
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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 | 0.034 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.020 | 0.046 |
| Scholarly communication | 0.023 | 0.006 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.006 | 0.008 |
| Insufficient payload (model declined to judge) | 0.005 | 0.000 |
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.
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".