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 objetivo do texto é analisar e criticar as diferentes formas com as quais se tentou construir e representar a identidade africana a partir, basicamente, de um discurso nativista, por um lado, e outro instrumentalista, da África e de seu povo. Baseado em uma interpretação crítica dos diversos essencialismos construídos em torno de uma suposta leitura pan-africana e consensual do mundo, o autor alerta para os perigos advindos da busca irrefletida de uma alteridade africana sem o devido reconhecimento das especificidades culturais, políticas e geográficas em África. Tanto o economicismo quanto a metafísica da diferença são historicismos vistos pelo autor como formas fadadas ao fracasso, tendo em vista a pluralidade de signos e contextos com as quais se tentou construir a autodeterminação e a auto-afirmação africanas ao longo do século XX.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 0.003 |
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