Mental Health for Older Adults and Benzodiazpine Use
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
Benzodiazepine (BZD) drug use among community-dwelling seniors is a significant health issue. Although long-term use of BZDs by seniors is a recognized problem, little is known about the mental health of the consumers. Better knowledge of their mental health would help nurses in identifying the psychological needs of this population. The goals of this longitudinal study1 (n = 138) were to describe the mental health status of long-term users of BZDs and to compare it with the mental health of seniors who have either begun or stopped consuming BZDs over a 1-year period (from Phase 1 to Phase 2). Results showed that one third of long-term users of BZDs do not present any mental health problem. Furthermore, no differences were observed between the mental health statuses of new users of BZDs, individuals who stopped using BZDs, and long-term users of BZDs. In conclusion, at least one third of long-term users of BZDs should stop using these drugs, and nurses should play a leading role in helping these seniors withdraw from BZD consumption.
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 | 0.001 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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