Neoliberalism 4.0: The Rise of Illiberal Capitalism Comment on "How Neoliberalism Is Shaping the Supply of Unhealthy Commodities and What This Means for NCD Prevention"
Bibliographic record
Abstract
Neoliberal logic and institutional lethargy may well explain part of the reason why governments pay little attention to how their economic and development policies negatively affect health outcomes associated with the global diffusion of unhealthy commodities. In calling attention to this the authors encourage health advocates to consider strategies other than just regulation to curb both the supply and demand for these commodities, by better understanding how neoliberal logic suffuses institutional regimes, and how it might be coopted to alternative ends. The argument is compelling as possible mid-level reform, but it omits the history of the development of neoliberalism, from its founding in liberal philosophy and ethics in the transition from feudalism to capitalism, to its hegemonic rise in global economics over the past four decades. This rise was as much due to elites (the 1% and now 0.001%) wanting to reverse the progressive compression in income and wealth distribution during the first three decades that followed World War Two. Through three phases of neoliberal policy (structural adjustment, financialization, austerity) wealth ceased trickling downwards, and spiralled upwards. Citizen discontent with stagnating or declining livelihoods became the fuel for illiberal leaders to take power in many countries, heralding a new, autocratic and nationalistic form of neoliberalism. With climate crises mounting and ecological limits rendering mid-level reform of coopting the neoliberal logic to incentivize production of healthier commodities, health advocates need to consider more profound idea of how to tame or erode (increasingly predatory) capitalism itself.
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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 | 0.010 | 0.018 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.038 |
| Scholarly communication | 0.011 | 0.012 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.026 | 0.039 |
| Insufficient payload (model declined to judge) | 0.005 | 0.001 |
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".