Formalization beckons: a baseline of informal recycling work in Buenos Aires, 2007–2011
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
The work of Buenos Aires’ cartoneros (informal recyclers) has important environmental and economic repercussions for the city. This paper investigates cartoneros’ working and living conditions, establishing a 2007 baseline for the logistics of informal recycling practice in Buenos Aires and providing a description of the socioeconomic characteristics of these workers at a key moment in time. Under the purview of a new chief of government elected in 2007, a formalization plan for cartoneros was initiated in 2011. This paper assesses some of the potential impacts of this plan on cartoneros and their work, and suggests that while such a system may benefit some workers (providing them with increased income, social acceptability and improved relationships with the municipality), there are also potential drawbacks to the formalization plan (including possible difficulties instituting a cooperative system with previously unorganized workers and the labour exclusion of more socially marginalized cartoneros).
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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 | 0.000 | 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) | 0.007 | 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