The Continuum of Recovery from Alcohol Dependence: From Addiction Remission to Complete Mental Health
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: Few representative studies have examined optimal mental health among those with a history of alcohol dependence (AD). OBJECTIVES: In a representative sample of Canadians with a history of AD, to determine prevalence of, and factors associated with 1) remission from AD, 2) the absence of Substance Dependence and Psychiatric Disorders (SDPD) in the past year, and 3) complete mental health (CMH). METHOD: Secondary analysis of a publicly available Statistics Canada database, the 2012 Canadian Community Health Survey-Mental Health (820 adults with AD history; 19,945 without AD). Lifetime AD, past-year remission from AD, and previous 12-month absence of SDPD were determined using World Health Organisation Composite International Diagnostic Interview (WHO-CIDI) measures. Individuals are classified as being in CMH if they possessed social and psychological well-being, happiness or life satisfaction and absence of SDPD. RESULTS: Over 70% of those with a history of AD were in remission, 52% were without past-year SDPD, and 38% of respondents were in CMH. Positive outcomes were more common among married respondents, older individuals, those with higher level of social support, and those who had never had major depressive disorders or generalised anxiety disorders. CONCLUSION: The majority of Canadians with a history of AD achieve remission and a significant proportion achieve CMH. However, targeted outreach is warranted for the most vulnerable with a history of alcohol dependence, including younger respondents and those with low levels of social support or a history of mental illness. Supplemental data for this article is available online at https://doi.org/10.1080/10826084.2021.1922451.
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) | 0.001 | 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