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 artigo oferece uma leitura politica de metaforas noturnas em varios textos literarios e na cultura popular do mundo anglo-saxao, do nascimento do mundo moderno aos ultimos anos do seculo 20. Enfatiza os dois lados potenciais de entendimento politico da noite: como um lugar alternativo de resistencia e liberacao e como o epitome da violencia, exploracao e opressao. O artigo relaciona cuidadosamente os varios usos metaforicos da noite e do dia aos temas principais da historia moderna e contemporânea - as revolucoes burguesas, a formacao do estado capitalista, o imperialismo, a revolucao industrial, as guerras mundiais e movimentos sociais. Inclui leituras de varios autores e artistas tais como William Shakespeare, Charles Dickens, C.L.R. James, Bob Dylan e Bruce Springsteen
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.004 | 0.004 |
| Meta-epidemiology (broad) | 0.004 | 0.002 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.027 | 0.003 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.005 | 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