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
In developing countries, a positive linear dependence was found in the relationship between annual mortality from arterial diseases around 1975 and per capita gross national product (GNP). This dependence tends to increase with age. In industrialized countries, negative linear dependence was found for all age groups of both sexes over 35 years of age, decreasing with age. When data from developing and industrialized countries for each age and sex group were pooled, the best fit was given by quadratic regressions with their point of decline shifting toward higher levels of income with increasing age. The dependence of the average annual rate of change of arterial disease mortality at all ages for the period of about 1970-1976 on the per capita GNP for about 1975 for data pooled from developing and industrialized countries was found to be negative, but that is best explained by cubic (sinusoid) regressions after a logarithmic transformation of the independent variable. Finally, the relationship between the average annual growth rate of the per capita GNP and the average annual rate of change of arterial disease mortality between 1970-1975 was insignificant for low growth rates of per capita GNP, yet significantly positive for the higher end of the range.
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) | 0.001 | 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