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 trabalho baseia-se numa fonte quantitativa pouco explorada, a “Convencao dos Dizimos”. Esta documentacao contem caracteristicas demograficas das populacoes que habitaram o vale do baixo Kwanza em meados da decada de 1790 e foi produzida pouco antes dos recenseamentos nominais e sumarios comecarem a serem feitos nas areas que compunham essa regiao. Compilado entre 1792 e 1796 pelo Capitao Francisco Antonio Pita Bezerra de Alpoim e Castro, esse documento representa um censo regional cuja informacao era para funcionarios coloniais melhorar a extracao de impostos entre as populacoes de Ambaca, Pundo Andongo, Cambambe, Massangano, Muxima e Calumbo. Esses territorios formavam um corredor atraves do qual anualmente passavam milhares de cativos destinados em grande parte para as Americas, especialmente o Brasil. Oferecendo o mais antigo perfil do tamanho, genero, grupos etarios e distribuicao geografica das populacoes que habitavam os territorios supracitados, a “Convencao dos Dizimos” nao so permite obter uma melhor compreensao da producao de dados demograficos na Angola colonial, como tambem possibilita um refinamento, se nao a correcao, de certas nocoes relativas ao impacto do comercio de escravos no Atlântico.Palavras-Chaves: historia demografica, Angola, recenseamentos
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 | 0.004 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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