Christopher Alcantara: reconhecendo demandas territoriais indígenas na América do Norte
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
Resumo A presente resenha apresenta o livro do cientista político canadense Christopher Alcantara, intituladoNegotiating the deal: comprehensive land claims agreements in Canada.Baseado na teoria do institucionalismo da escolha racional,o estudo configura-se como a investigação de quatro casos empíricos de reconhecimento territorial indígena no Canadá, buscando desenvolver um modelo explicativo para compreender por que algumas tribos conseguem obter tratados territoriais e outras não. Da mesma forma, o autor elenca fatores que influenciam o ritmo do processo, tornando-o mais ou menos ágil. O livro apresenta-se como um importante exemplo de pesquisa empírica no campo da política indigenista, área pouco explorada da ciência política brasileira.
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 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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