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
JAVIER APARICIO MAYDEU PROFESOR DE UTERATURA ESPANOLA Y CONTEMPOR?NEA EN LA UNIVERSIDAD POMPEU FABRA Y CRITICO LITERARIO .a letra menuda Je la comeclia humana L a prosa de Munro (Ontario, 1931), siempre ligera de equipaje, siempre pendien te del matiz. Sin sonajeros ni abalorios, ni una sola palabra de mas. Frases simples dispuestas con precision de relojero despues de incontables borrado res revisados con un endemoniado senti do critico. Relatos de una abuela de ex quisita memoria evocando anodinos de talles de un pasado intrascendente ante tazones de cafe caliente, apenas notas a pie de pagina de la vida humana, finos comentarios para acompaiiar las fotos en bianco y negro de un album del recuer do. Sin heroes ni peripecias. Sin proposi tos morales ni exhibicionismos formales, la mirada escrutadora de su narrativa ilu mina la vida domestica revelando lo que tiene de extraordinario, encadenando di minutas epifanias cotidianas y sendando le al lector, con un adjetivo, con una elip sis, con un silencio elocuente, con el sus tantivo menos llamativo del diccionario, que bajo la tierra yerma de un parrafo del relato brota la hierba fragil de un connicto emotional. Narrativa de sutile
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.002 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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