Symptoms of Delirium Among Elderly Medical Inpatients With or Without Dementia
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
This study examined the frequencies of the 10 symptoms of delirium identified in DSM-III-R among patients with delirium (DSM-III-R criteria) who did or did not have dementia. The prevalence of each symptom, the numbers of symptoms, and the combinations of symptoms were determined among 322 elderly medical inpatients classified into one of four groups: delirium and dementia (n=128), delirium only (n=40), dementia only (n=94), or neither (n=60). Symptoms were assessed at the time of diagnosis and independently (by use of a different scale) within 24 hours of diagnosis. Delirium appeared to be phenomenologically similar among patients with and those without dementia, although patients with dementia had more psychomotor agitation at the time of diagnosis and more disorganized thinking and disorientation at the second assessment.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.003 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.001 | 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