O processo de ordenação do território de Jaguariúna [SP, Brasil] a partir da conformação do espaço produtivo nas bacias dos rios Jaguari e Camanducaia
Bibliographic record
Abstract
Jaguariúna [SP], located on the edge of river Jaguari, integrates the set of cities classified as hydro-mineral spas known as the "Circuito das Águas Paulistas".The occupation of its territory dates from about 9,000 BC, according to archaeological records and pioneers settlers of 18 th century.This research aims to demonstrate the process of Jaguariúna territorial management.From the sesmarias, farms were established on the watersheds of Jaguari and Camanducaia rivers, producing sugarcane and after coffee, between nineteenth and twentieth century.Such farms played a relevant role in occupation and territorial management of Jaguariúna city, whose peak occurs with the implementation of the "Companhia Mogiana de Estradas de Ferro".Therefore, rivers, coffee farms and railroads are the vectors of territorial management in Jaguariúna in the last quarter of the 19 th century.The results of this process are still playing an important role in regional planning, constituting the hydrical, rural and railway Jaguariúna's heritage.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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".