La innovación gubernamental como motor de la modernización de la administración pública argelina
Bibliographic record
Abstract
La innovacion gubernamental constituye una via privilegiada para resolver los problemas del sector publico con vistas a su modernizacion. Este articulo se centra en la innovacion como motor de la modernizacion sostenible de las organizaciones publicas, concretamente en lo que respecta a la experiencia de creacion de la plataforma de colaboracion y participacion gubernamental de Quebec, que parece reunir los requisitos, herramientas y mecanismos necesarios para su aplicacion en el sector publico argelino. A partir de un enfoque cualitativo y mediante un analisis de procesos, el estudio muestra, a traves del caso de la organizacion publica argelina, que esta innovacion reune los instrumentos y mecanismos que permiten su integracion como motor de modernizacion de la administracion de un pais emergente. Codigos JEL: H83, O30, O31, O32, O33, O38
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.003 | 0.007 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.014 | 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".