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
espanolEste articulo estudia las ruinas del caserio el Mesillo, un ejemplo de arquitectura popular ligado al cultivo de secano, que constituyo el centro neuralgico de la diputacion de Aguaderas, perteneciente al termino municipal de Lorca. El conjunto, edificado sobre una finca destinada al cultivo del cereal y el olivar, incluia la casa principal, una almazara, la casa del labrador, construcciones auxiliares y un importante sistema de riego que lo hacian autosuficiente. A traves de los restos aun existentes y el testimonio de las personas que lo conocieron, se intenta reconstruir la organizacion espacial y comprender el modo de vida de la sociedad rural que lo poblo. EnglishThe paper studies an example of folk architecture through the existing remains and the testimony of people who knew it, trying to rebuild the spatial organization and understand the lifestyle of rural society that populated it. The complex includes the main house, a mill, the farmhouse, ancillary buildings and a major irrigation system that made him self-sufficient.
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 | 0.003 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.002 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.007 | 0.002 |
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