Fornecimento distribuído de água: Uma analogia didática
Bibliographic record
Abstract
A escassez de recursos naturais é um problema recorrente no cotidiano moderno. Muito tem sido feito para encontrar soluções que gerem o mínimo de impacto ambiental e social. Dentre os vários desafios para enfrentar a escassez de recursos, este trabalho apresenta de forma lúdica as questões envolvendo a escassez de recursos hídricos de determinada região e as soluções encontradas pela sociedade de seu entorno. O trabalho aborda a importância das soluções apresentadas atenderem as necessidades de todos. O formato do problema e das soluções apresentadas é baseado no texto “A fábula dos porcos assados”. É abordada a questão da escassez d’agua, sendo qualquer semelhança com a escassez de recursos energéticos e uso de Geração Distribuída (GD) mera coincidência, ou não.
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.
How this classification was reachedexpand
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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 teacher head, 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".