Presidentes de Latinoamérica: investigando as interações de estudantes universitários com a série de documentários
Bibliographic record
Abstract
Apresentando como objeto imediato da pesquisa a série de documentários Presidentes de Latinoamérica, procura-se investigar a inter-relação de sujeitos comunicantes, no caso, estudantes universitários de diversas nacionalidades, com esse conjunto audiovisual, por meio da vídeo/conversa, vista enquanto procedimento técnico metodológico que permite registrar apropriações a partir das interações de cada indivíduo com os fragmentos do vídeo. Assim, busca-se a realização de diálogos com interlocutores, visando compreender as apropriações, usos, recusas e contextos de interação com o conteúdo do produto midiático pesquisado, no sentido de problematizar que construções simbólicas da América Latina realizam a partir do contato com os filmes, bem como através das suas vivências e trajetórias midiáticas e pessoais.
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.
How this classification was reachedexpand
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".