Reframing gambling harms as the product of a predatory industry
Bibliographic record
Abstract
The framing of public health challenges influences how societies and governments respond to them. This paper suggests that public health professionals counter the claims and influence of harmful community industries by amplifying the reframing efforts of progressive social movements. We engage with Jurgen Habermas’ Critical Theory, which lends theoretical support for this argument, while a practical example is presented of a network which sought to shift gambling harms narratives to focus on harmful industry products and practices. Habermasean constructs inform an analysis of 33 semi-structured interviews, including people with Lived Experience (LE) of gambling harms. Habermas’ ideas, notably his diagnosis of modern social problems as antagonism between the System and the Lifeworld, provide political-economic context to the emergence of a LE social movement. Habermas’ notion of communicative rationality underpins both the internal logic of this movement and public health professionals’ attempt to nurture a ‘counterpublic’ around it: i.e., a space for new ways of thinking and talking about social issues. Paradoxically, the findings reveal the importance and limitations of local collaborations with people affected by harmful industries in the face of those industries’ power, products and advertisements. The findings have implications for the theory and practice of commercial determinants research.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".