ESTADÍSTICA DE LA EVOLUCIÓN DE LOS AEROSOLES MEDIDOS EN LAS ESTACIONES DE LA RED AERONET EN ARGENTINA DESDE 1999
Bibliographic record
Abstract
La red AERONET (Aerosols Robotic Network) de la NASA tiene instalados en el territorio argentino tres fotómetros solares ubicados en las siguientes provincias: de Córdoba, CETT (Centro Espacial Teófilo Tabanera), CONAE, (31.5° S, 64.4° W), de Buenos Aires, CEILAP (Centro de Investigaciones en Láseres y Aplicaciones), CITEFA (34.5° S, 58.5° W) y de Chubut, Puerto Madryn (42.78° S, 65.0° W). Se presentan análisis estadísticos de la evolución de todos los datos disponibles desde 1999, del espesor óptico de los aerosoles y del cálculo del coeficiente de Angström para dos de las estaciones nombradas. Esto permite identificar las diferentes masas de aire con el fin de caracterizar los tamaños de las partículas en suspensión de la atmósfera.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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".