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
Este presente trabalho tem como objetivo fazer a caracterização morfométrica da Bacia Hidrográfica do Riacho Jucurutu, localizada no município de São João do Tigre-PB, a partir de alguns parâmetros físicos da mesma. As informações foram geradas a partir do MDE (Modelo Digital de Elevação) ASTER GDEM de 30 metros, onde foram processadas no software ARCGIS 10.2.2. Foi essencial a produção de mapas de declividade e altitude, para uma melhor representação da área. As variáveis definidas de acordo com a morfometria da bacia, como Coeficiente de Compacidade (2,19) e Índice de Circularidade (0,20) permitiram concluir que a bacia possui uma forma alongada tendo uma baixa propensão a enchentes, influenciando assim a dinâmica hidrológica.
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 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.015 | 0.010 |
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