Fighting Firewater Fictions: Moving Beyond the Disease Model of Alcoholism in First Nations
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
In Fighting Firewater Fictions, Richard W. Thatcher describes and explains the emergence and perpetuation of the 'firewater complex' – the cultural construct of an informally sanctioned, destructive, binge-drinking norm in First Nations reserve communities.The complex has reified alcoholism as an inevitability in the First Nations – an approach that has resulted in essential aspects of collective and personal responsibility being vacated in favour of therapeutic interventions assisted by social personnel of questionable expertise. This substitution has had the effect of relieving government policy-makers and reserve leadership from accountability for problematic community development strategies that have long since outgrown their support capacities.Thatcher argues that the conditions that give rise to extraordinary alcohol abuse rates in First Nations are largely traceable to the hopelessness associated with multi-generational unemployment. Fighting Firewater Fictions calls for community re-organization around a band development policy that looks beyond the reserve, and outlines a strategy that shifts the current, exclusive emphasis on the needs of alcoholics towards the neglected counselling and non-residential service needs of potential or actual binge-drinkers. This is essential reading for anybody working in, or seeking to understand, aboriginal communities that are experiencing problems with alcoholism
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 | 0.008 | 0.003 |
| Science and technology studies | 0.006 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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