Health care reforms in America: perspectives, comparisons and realities
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Health care reforms are now a reality in America after a long and tortuous debate. President Obama has achieved a 'victory' unlike anything seen since the term of President Lyndon Johnson, over 40 years ago. The new law brings America closer to universal coverage and access to affordable health care for its citizens, but the cost of the program and its impact on individuals, physicians, hospitals, the pharmaceutical and device industry and insurance companies is not yet fully known. The debate preceding the enactment of health care reform brought up numerous comparisons (often invidious and falsified) between the American system of health care and other systems throughout the world, including the National Health Service in the United Kingdom and Medicare in Canada. This overview examines the issues raised in the debate, perceptions of health care systems on a global basis, provides some perspectives on the reform of health care systems and examines some of the realities underlying these changes for the future of health care in America.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it