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
Agitation in individuals with dementia living in the nursing home environment affects care and quality of life. Relaxation techniques such as music and massage are showing promise to decrease agitation and improve quality of life in individuals with dementia. Using an experimental 3 × 3 repeated measures design, 41 residents with mild to moderate dementia participated in a study to test the effectiveness of favorite music (FM) and hand massage (HM) in reducing agitated behaviors. Agitated residents were randomly assigned to either the treatment or control groups. Residents in the treatment group received each of three treatments, HM, FM, and HMFM, with each treatment lasting 10 minutes. Residents in the control group received no treatment. Agitation was measured using the Cohen-Mansfield Agitation Inventory (CMAI) at three different intervals. The results suggest that FM and HM individually and combined are effective in significantly decreasing agitation immediately following the intervention and also one hour post intervention.
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) | 0.001 | 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