Bibliographic record
Abstract
Sinopsis: Desde esos pequenos mundos que se concentran en Ontario, Alice Munro compone uno de las colecciones de cuentos mas crudos y luminosos de la literatura contemporanea. Sutiles obras maestras, arte del minimo detalle, en los que una de las mejores autoras de la literatura universal explora esas vidas cohibidas de mujeres marcadas por la invisibilidad y la renuncia, encerradas en la conformidad y un jardin de rutinas, que cuidan a esposos o a padres enfermos. Mujeres de multiples edades que buscan la pasion que dejaron atras. Mujeres que dudan, que huyen, que abandonan, que se desbocan. Mujeres frias, a veces infieles, otras insensatas. Mujeres que reinventan su propia adolescencia y que ven la muerte de cerca. Munro postula para todas ellas, sin embargo, una esperanza, una via de escape, comun en las ocho historias de este maravilloso volumen contra la amenaza de la rutina y el confinamiento de los suenos.
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.012 | 0.011 |
| Scholarly communication | 0.006 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.014 | 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 source (direct Gemma or distilled Codex), 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".