Mortality from Alzheimer's disease in Canada: A multiple-cause-of-death analysis, 2004 to 2011.
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
Using multiple-cause-of-death data, this study investigates mortality from Alzheimer's disease. From 2004 through 2011, Alzheimer's disease was coded as a cause of 80,868 deaths-more often the underlying than a contributing cause. The rate of Alzheimer's disease deaths was higher for women and older individuals than for men and younger people, and varied considerably by province/territory. Regardless of whether Alzheimer's disease was coded as the underlying or a contributing cause, on average, two other causes were also listed on the death certificate. When Alzheimer's disease was the underlying cause, cardiovascular diseases were most often listed as a contributing cause; when Alzheimer's disease was a contributing cause, cardiovascular diseases were most often listed as the underlying cause.
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