Experiences of Clients in Three Types of Methadone Maintenance Therapy in an Atlantic Canadian City: A Qualitative Study
Bibliographic record
Abstract
BACKGROUND: Methadone maintenance therapy remains the most common form of substitution therapy for opioid use disorder in Canada. Effectiveness of methadone maintenance therapy has been established, but recently newer treatment delivery models have emerged. Differences across these treatment models have not been examined. PURPOSE: This descriptive qualitative study used semi-structured interviews to assess client experiences in three methadone maintenance therapy treatment delivery models: (a) comprehensive programs, (b) low-threshold/high-tolerance programs, and (c) fee-for-service programs. METHODS: = 12). Content analysis was performed on interview data to assess the frequency of relevant themes in the data. RESULTS: Participants from all groups stressed the importance of supportive staff and having access to some form of counselling. However, low-threshold/high-tolerance and fee-for-service clients voiced a need for more formal counselling and programming at their clinics. Methadone was reported as the most helpful aspect of the methadone maintenance therapy programs; however, participants also expressed negative views about the substance. CONCLUSIONS: These findings have important implications for the development and implementation of methadone maintenance therapy, specifically pertaining to further integration of addiction and mental health services.
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How this classification was reachedexpand
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 | 0.001 | 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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".