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
imune e na capacidade antioxidante.Alm disso, os aminocidos essenciais e os cidos graxos essenciais, especialmente os cidos graxos poli-insaturados de cadeia longa, assim como classes de lipdios chave como colesterol e fosfolipdios, sero discutidos em termos de exigncias dietticas.A digestibilidade de nutrientes um mtodo crucial para determinar a qualidade da protena, e os estudos neste tpico so revisados.A substituio de farinha e leo de peixe, como os ingredientes predominantes e tradicionalmente utilizados em raes aqua para animais marinhos, e alternativas mais sustentveis em formulaes de dietas para caranguejos so discutidas.Estudos modernos de 'omics' e tecnologias de alta transferncia como abordagens de alto crescimento na pesquisa de protenas e lipdios so tambm relatados.Os caranguejos exigem, em geral, aproximadamente 35%-50% protena, 5%-10% lipdios, ~2.5% arginina, ~2.
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 | 0.000 | 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) | 0.002 | 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 it