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 Mind Works, Canadian artistRose Adams provides a perspec-tive on Alzheimer’s disease and dementia that is often missing from reports and statistics. For example, the Canadian Study of Health and Ag-ing, a population-based national co-hort study of over 10 000 adults, esti-mated that 8 % of all Canadians over the age of 65 years met the diagnostic criteria for dementia.1 The study pro-jected that by 2021, the number of Canadians with dementia will increase to 592 000 individuals, assuming that prevalence rates remained constant.1 While statistics like these certainly convey the magnitude of this public health problem, they fail to impart as Adams does the ways memory dys-function disrupts a patient’s interac-tions with the world and his or her sense of identity. Adams ’ reflections and interpreta-tions of dementia are based on her expe-riences as the artist-in-residence at the
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