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
Hay gente por el mundo que sueña con Praga, Kyoto o Granada, muy pocos con Montreal. Es de justicia. Si la gente de una ciudad no mira a su propio ambiente de vida, no se debe esperar a que los extranjeros lo hagan. En el ámbito de la arquitectura, del paisaje o del urbanismo, Montreal no es autoridad y no quiero ofrecerla como modelo. Pero tampoco estoy en busca de modelos para Montreal. Más bien intento establecer un diálogo con representantes de regiones y culturas que tampoco son autoridad, entre las cuales la conquista de dicha autoridad no aparece tan urgente como la elaboración de ideas o prácticas apropiadas dentro de sus propios territorios. En este contexto, la falta de autoridad de Montreal se convierte paradójicamente en ventana.
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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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