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
Abstract Telethon-producing charities played an important role in setting American agendas related to morals, attitudes, and policies regarding health and welfare. Contrasting the United States to Western Europe and Canada, they proclaimed private charity and voluntary giving as “the American way” that met, and even exceeded, average Americans’ health-care needs. They simultaneously lobbied for government funding of medical research, treatments, and rehabilitation, while participating in a related political process-the ongoing debate over the proper mix of private and public means of addressing social needs. Via their telecasts, corporate sponsors were able to propagate agendas in an allegedly neutral, commercial-free environment. Not only did telethons help disguise and detract from the political decisions and policy choices that structured the US health-care system and corporate self-interest, as revealed by the examples of the snowmobile and nursing home industries, they helped repair tarnished public images of private corporations.
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 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.019 | 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 it