Formaciones urbanas en torno a las redes de movilidad: 25 de Mayo, Norberto de la Riestra, Provincia de Buenos Aires (1897- 1946)
Bibliographic record
Abstract
The purpose of this investigation is to study, from a historical perspective, the urban formation that took place during 1897-1946 in Buenos Aires Province, which was affected by a tense relationship that, during this period, gave rise to paved and unpaved roads, trains, etc. The periodization that we propose covers the beginning of the railway boom, more specifically at the time that the Southern railway reached 25 de Mayo city from Empalme de Lobos (1897), until 1946, when the railways were nationalized. The area under study is more than 180 km away from the Capital city, and forms a quadrant that runs from such city up to the Provincial Route 65 line (North-South), and which is defined in the opposite direction by the National Route 205 and National Route 5 (East-West). In this opportunity, we will focus specifically on 25 de Mayo city.
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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 | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| 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".