CBS News/New York Times Poll: Health Care
Bibliographic record
Abstract
George W. Bush job performance (6); direction of the country (1); Congress job performance (1); most important domestic policies for President and Congress to concentrate on (1); economy (2); opinion of public figures/organizations (2); political party more likely to improve the health care system (1); foreign trade (1); view of the health care system (1); globalization (1); satisfaction with health care (4); more serious problem of health care (1); seriousness of problem of uninsured Americans/children (2); government guarantee of health insurance (2); concern about health care costs (1); maintenance of tax cuts or assurance of access to health care as more important (1); willingness to pay higher taxes for national health insurance (2); quality of personal health insurance in case of national health insurance (1); expansion of S-CHIP (3); fairness of mandatory national health insurance program participation (1); better system of health insurance (1); mandatory health insurance (2); drug company advertisement (3); paid endorsements for doctors by drug companies (2); purchase of lower cost prescription drugs from Canada (1); government vs. private insurance provision of medical coverage/health care costs (2); health care issues to discuss in the 2008 Presidential election (1); confidence in public figures to make the right decisions about health care (4); personal/family health insurance coverage (10); effect of insurance on choice of doctor (1); best informed in household about health-related issues (1); health care costs delaying major household purchases (1); employer-sponsored pension plans (2); concern about health care costs (2); concern about affording retirement (1); recent doctor visits (1); health conditions in household (1); knowledge of own blood pressure (1); personal health (1); Iraq (3); Iran (1); sufficiency of income (1); life expectancy (1); vote in 2004 Presidential election (1).
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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.007 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.007 | 0.006 |
| Insufficient payload (model declined to judge) | 0.234 | 0.110 |
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".