Misuse of Alcohol among Methadone Patients
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
Between 5 and 49% of patients undergoing methadone maintenance treatment (MMT) consume alcohol. They show less willingness to comply with treatment and are less committed, their treatment times are longer, and their observance is weaker. Alcohol misuse is the main cause of their increased mortality and morbidity rates. We conducted a multivariate, prospective, open-label study in two groups of methadone patients: the first suffered from alcohol use disorder according to the criteria of the alcohol use disorder test (AUDIT), while the second was alcohol-abstinent. In the process, we completed evaluations on the Toronto alexithymia scale, together with a self-esteem inventory and a temperament and character inventory (TCI-R). Our study included 152 patients, 27.6% of whom were high-risk consumers. Comparison of the alcohol high-risk consumers group and the low-risk consumers showed that the former had higher rates of alexithymia, weaker self-esteem, and lower scores of self-directedness.
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