Whither Lula's Brazil? Neoliberalism and ‘Third Way’ Ideology
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 article critically examines the strategy and policies of President Luiz Inacio ‘Lula’ da Silva's regime in Brazil. A combination of economic liberalization, political ‘redemocratization’, and ‘Third Way’ ideology, his theoretical framework serves to justify a market-led and imperial-centred model of capital accumulation. Lula's embrace of the free market-IMF structural adjustment policies has led to the evisceration of agrarian reform policies, a decline in employment and real wages, the slashing of pension benefits and negative per capita economic growth - the worst socio-economic performance of any civilian regime since the military dictatorship. Agrarian policy at the centre of this model consists for the most part of the jailing (or worse) of rural activists, and the promotion of the agribusiness sector as part of the export strategy.
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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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