Understanding health promotion in a neoliberal climate and the making of health conscious citizens
Bibliographic record
Abstract
Neoliberal rationality is frequently invoked in critical analyses of health promotion, particularly those analyses stemming from a Foucaultian governmental perspective. Such references made to neoliberalism have been beneficial in highlighting the interconnections between health promotion policy and practice and the larger social, cultural and political systems of governing in which health discourses are embedded. However, beyond referential illustrations of neoliberal ideology, there has been little elaboration as to how specifically the logic of neoliberalism is deployed in such a way as to contribute to shaping contemporary health promotion policies and facilitating the modern-day health conscious movement. In this article, I will elaborate on this issue and add a level of depth to this discussion. I will specifically explore how neoliberal thought and practice is directly implicated in shaping the way health is promoted. This analysis contributes to the growing body of literature on critical perspectives of health promotion.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.025 | 0.013 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.011 | 0.135 |
| Scholarly communication | 0.017 | 0.012 |
| Open science | 0.002 | 0.008 |
| Research integrity | 0.008 | 0.007 |
| Insufficient payload (model declined to judge) | 0.002 | 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 source (direct Gemma or distilled Codex), 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".