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 and quality of life are vital indicators of societal functioning. The way a society distributes resources among its population reveals much about the society itself. This unique volume unites readings that explore the integral link between quality of life and public policy choices. It begins with individual perspectives on health promotion and quality of life that provide a conceptual basis for determining an individual's or community's standard, then moves on to community and policy perspectives. The middle section introduces a political economy framework and the social determinants of health concept to illustrate how societies differ in their willingness to support quality of life and health. Later chapters examine vulnerable populations: Indigenous communities, persons with disabilities, women, and radicalised and immigrant communities. This book concludes with suggestions for bringing together the agendas of health promotion, quality of life, and the social determinants of health. It provides an up-to-date analysis of the barriers facing those attempting to improve quality of life and health, as well as the means to accomplish these goals.
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 | 0.001 | 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 | 0.001 |
| 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