‘Nadie puede competir porque nadie se atreve a prestar más barato!’ Ilbank de Turquía y agua pública
Bibliographic record
Abstract
Como banco público de desarrollo de tamaño mediano en Turquía, Ilbank es crucial para financiar el suministro de agua. Proporciona préstamos más baratos a los municipios y sirve como intermediario para acceder a fondos internacionales. Ilbank, propiedad de los municipios y diseñado para servirles, es único en el sector bancario de Turquía en términos de financiamiento para la provisión de agua. Sin embargo, el potencial de Ilbank para ampliar su papel es limitado debido a las recientes revisiones de su mandato, los intentos de desviar sus recursos, y su estructura antidemocrática. Un Ilbank reformado y democratizado podría ser un actor crucial en la construcción de un sistema integrado de gestión del agua y el saneamiento para Turquía.
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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 | 0.002 | 0.006 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.038 | 0.008 |
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".