Factors Associated With Benzodiazepine Dependence Among Community-Dwelling Seniors
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
BACKGROUND: Benzodiazepine (BZD) dependence among seniors is an understudied problem. OBJECTIVE: Identify the factors associated with BZD dependence. METHOD: Face-to-face computer-assisted interviews were conducted in the homes of 2,785 persons aged 65 years or older, randomly selected. RESULTS: Nine-and-a-half percent of BZD users met DSM-IV-TR criteria for BZD dependence. Factors associated with BZD dependence are being a woman, and having cognitive impairment, panic disorders, suicidal ideations, and a degree of embarrassment in obtaining help for emotional problem. DISCUSSION: Nurses should be better positioned to identify those elderly users of BZDs who are more likely to be dependent and to address the problem through BZD withdrawal program.
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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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.006 |
| 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