Práticas de consumo incertas em um futuro incerto
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
Resumo Esta edição especial do Cadernos EBAPE.BR buscou provocar uma reflexão focada em práticas de consumo incertas em um futuro incerto. Enquanto pesquisas anteriores de marketing e consumo têm explorado práticas de consumo circunscritas em um contexto institucionalizado, conhecido e mais ou menos previsível, o conjunto de artigos aprovados nesta edição revela nuances diferentes. De relatos experienciais de luto ao papel da música no enfrentamento do isolamento e da sobreposição de papéis sociais, os artigos publicados podem nos ajudar a refletir sobre o que podemos fazer juntos, como sociedade, para enfrentar os desafios trazidos pela COVID-19, não apenas em nível local, mas também globalmente.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.010 | 0.002 |
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