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
«Una fantastica manana de otono, calle Saint-Louis, en Quebec; mi primer entrevista para Nuit blanche. Ansioso, pero contento, espero a Michel Serres en el consulado de Francia. Desde la ventana exploro la calle buscando un academico grave y solemne. Un trotador aparece; es el, Hermes que acaba de recorrer a pasos largos los bordes del Saint-Laurent durante una hora, para llenarse de esa luz que el encuentra tan bella en Quebec. Michel Serres camina por la vida y por el mundo como un peripatetico sonriente. En cuanto a la Academia francesa, que acaba de recibirlo, me confiara un poco mas tarde: “Cuando se tiene mi edad, uno se burla a tal punto de la Academia que se puede entrar en ella”.»
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.002 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.006 | 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