Transformaciones socioeconómicas territoriales en el municipio de San Martín Texmelucan, México 1980-2010
Bibliographic record
Abstract
El artículo analiza las transformaciones socioeconómicas suscitadas en el municipio de San Martín Texmelucan durante el periodo 1980-2010, bajo la mirada del enfoque de nueva ruralidad. La información se sustenta en revisión bibliográfica y documental, recorridos de campo, entrevistas a profundidad con informantes clave y análisis de información geoespacial. Al respecto, se viene verificando un acelerado proceso de urbanización a partir de la década de los ochenta y noventa, y es en la década de los noventa cuando se configuran dos tipos de conurbaciones: central y periférica. En esta década, se originó un cambio de base económica agrícola a una industrial. Una década después, se presenta un claro movimiento de terciarización de lo rural. En el ámbito de los cambios espaciales, se encontró una importante disminución en la superficie agrícola, de vegetación y humedal, mientras que el área urbana se incrementó.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.002 | 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".