An Alcohol Abuse Early Intervention Approach with Mi’kmaq Adolescents
Classification
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".
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
This paper describes the development of and pilot results for an alcohol abuse early intervention program targeting at-risk Mi’kmaq youth conducted in partnership with the communities in which these youth live and the schools which they attend. This intervention was based on a previously-established, successful psychoeducational and cognitive-behavioral approach for at-risk adolescent drinkers from the majority culture that focuses on differentpersonality pathways to alcohol abuse in youth (Conrod, Stewart, Comeau, & MacLean, 2006). Through partnership and collaboration with two Mi’kmaq communities, the original intervention was adapted to be culturally appropriate for Mi’kmaq youth. The culturally-adapted intervention included traditional Mi’kmaq knowledge and teachings in order to make the program as meaningful and relevant as possible in the partner communities (Comeau et al., 2005). The pilot results were encouraging. Compared to pre-intervention, students who participated in the intervention drank less, engaged in less binge-drinking episodes (i.e., 5 drinks or more/occasion), had fewer alcoholrelated problems, and were more likely to abstain from alcohol use. Moreover, students who participated in the intervention also reduced their marijuana use at four-month post-intervention, even though the intervention was specifically designed to target alcohol misuse. No such significant changes were observed in a non-random control group of eligible students who did not participate in the intervention. Future research should determine if this intervention is effective for at-risk youth in other First Nations communities across Canada, and whether the promising, but preliminary results with marijuana mean that the benefits of the intervention might extend to adolescents’ use of substances other than alcohol.
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.
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.006 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.002 |
| 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