Investigación-acción participativa en el barrio de San Cristóbal de los Ángeles (distrito de Villaverde, Madrid)
Bibliographic record
Abstract
This study is the result of institutional collaboration between the Municipal Housing Office of the Ayuntamiento de Madrid (the body which is responsible for the Integral Rehabilitation Plan of the San Cristobal de los Angeles Quarter and the financing of the study) and the Universidad Carlos III de Madrid (which is responsible for its technical execution). Also, this project would not have been possible without the participation of a great number of people, residents of the neighbourhood, social organizations and public institutions committed to the quarter and its people. The motivating idea for all involved has been, on the one hand, the conviction that all urban improvements must be accompanied by a social intervention process in other aspects of Community Development (education, employment, culture, participation, social cohesion, etc.) and, on the other hand, the complete confidence in the potential that San Cristobal has as a space for coexistence and for relationships based on the values of respect, solidarity and democracy.
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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 | 0.004 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.004 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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 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".