Sostenibilidad para los acueductos comunales en Costa Rica : desafíos pendientes en la gobernabilidad hídrica
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
Les associations administratives des systèmes d’aqueducs et d’égouts au Costa Rica approvisionnent une grande partie de l’eau à la population rurale. Ces associations réclament de plus grandes compétences légales et de ressources financières afin d’améliorer la distribution de l’eau, d’assurer la protection des sources aquifères, d’augmenter l’autonomisation de leurs employés et de fournir une éducation environnementale aux utilisateurs de l’eau. L’État fera face à ce défi et tentera de remplir ces demandes à travers la décentralisation institutionnelle et une plus grande autonomie, mais sans renoncer à assurer un accès adéquat et suffisant aux sources d’eau potables.
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) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.012 | 0.006 |
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