A Comparison of US and Canadian Mortality in 1998
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
On average, Americans die earlier than Canadians. An estimate based on comparing the number of actual US deaths with the number that would have obtained had Canadian age‐ and sex‐specific death rates applied to the US population shows an excess number of US deaths in 1998 amounting approximately to 253,000. Excess US deaths were especially numerous among older women, middle‐aged men, and nonwhites. Circulatory diseases were the major cause of excess deaths. Prevalences of two of the major risk factors for circulatory deaths—smoking and hypertension—were higher in Canada than in the US. But obesity was higher in the US, suggesting a likely important role that obesity plays in higher mortality in the US relative to Canada. Comparisons of the level, age pattern, and causes of US and Canadian mortality, however, raise more questions than currently available data can answer.
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