Banca pública colectiva para el bien común en la región nórdica
Bibliographic record
Abstract
Los bancos estatales de Finlandia, Suecia, Noruega y Dinamarca han desempeñado un papel fundamental en el financiamiento de los costos de los servicios públicos de agua en la región nórdica durante más de un siglo. Un modelo bancario mancomunado, de propiedad colectiva y operado por los gobiernos municipales y/o nacionales, ha permitido a los operadores estatales de agua obtener financiamiento a las tarifas más bajas posibles, mejorando los servicios y protegiendo su estatus público. No está exento de desafíos, incluidas las amenazas de privatización y comercialización de los operadores públicos de agua y los bancos públicos, pero este modelo nórdico tiene mucho que ofrecer a los debates globales sobre el financiamiento estatal de los servicios públicos de agua.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".