Resíduo Urbano em Portugal – Uma Análise dos Resíduos Plástico
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
O presente artigo trata das políticas públicas no tratamento e destino correto do resíduo plástico em Portugal, e as consequências que estes resíduos podem provocar nos mares a onde é o destino de grande parte depois do uso. O plástico em Portugal é um dos itens com menor índice de reciclagem nas cinco características dos resíduos domésticos urbanos, ficando atrás de muitos países da Comunidade Europeia que possuem um índice superior a 42% apresentado pelos Portugueses, conforme Ponto Verde, 2018. O artigo também direciona o melhor tratamento destes resíduos e como deve ser aproveitado para gerar emprego e renda a milhares de pessoas, ao invés de ser destinado a aterros sanitários ou jogado nos mares através dos rios.
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 | 0.006 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.008 | 0.004 |
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